{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from datetime import datetime\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "import pickle\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = Path('../data/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fix_neg(df, columns=['cases', 'deaths', 'recover'], verbose=False):\n",
    "    for c in columns:\n",
    "        cum = 'cum_%s' % c\n",
    "        new = 'new_%s' % c\n",
    "        before = df[cum].copy()\n",
    "        non_zeros = df[df[new]>0].index\n",
    "        has_negs = before.diff().min()<0\n",
    "        if len(non_zeros) and has_negs:\n",
    "            first_non_zero = non_zeros[0]\n",
    "            maxx = df.loc[first_non_zero, cum].max()\n",
    "            # Find the bad entries and null the corresponding cumulative column, which are:\n",
    "            # 1) Cumulative columns which are zero after previously being non-zero\n",
    "            bad = df.loc[first_non_zero:, cum]==0\n",
    "            df.loc[bad[bad].index, cum] = None\n",
    "            # 2) New daily columns which are negative\n",
    "            bad = df.loc[first_non_zero:, new]<0\n",
    "            df.loc[bad[bad].index, cum] = None\n",
    "            # Protect against 0 null final value which screws up interpolator\n",
    "            if np.isnan(df.loc[df.index[-1], cum]):\n",
    "                df.loc[df.index[-1], cum] = maxx\n",
    "            # Then run a loop which:\n",
    "            while True:\n",
    "                # Interpolates the cumulative column nulls to have monotonic growth\n",
    "                after = df[cum].interpolate('pchip')\n",
    "                diff = after.diff()\n",
    "                if diff.min() < 0:\n",
    "                    # If there are still negative first-differences at this point,\n",
    "                    # increase the corresponding cumulative values by 1.\n",
    "                    neg_index = diff[diff<0].index\n",
    "                    df.loc[neg_index, cum] += 1\n",
    "                else:\n",
    "                    break\n",
    "                # Then repeat\n",
    "            plt.figure()\n",
    "            plt.plot(df.index, before, label='raw')\n",
    "            plt.plot(df.index, after, label='fixed')\n",
    "            plt.title(\"%s %s Raw vs Fixed R=%.5g\" % (region, c, np.corrcoef(before, after)[0, 1]))\n",
    "            plt.legend()\n",
    "        else:\n",
    "            after = before\n",
    "        # Make sure the first differences are now all non-negative\n",
    "        assert after.diff().min()>=0\n",
    "        # Replace the values\n",
    "        df[new] = df[cum].diff().fillna(0).astype(int).values\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/Cellar/ipython/7.8.0/libexec/vendor/lib/python3.7/site-packages/ipykernel_launcher.py:34: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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P/8Czzz7LUUcdxfnnn8/pp58OwDHHHMNVV10FwHe/+11OOOEEAJ555hmOPPJI3v72t3PIIYfw5JNPAtmYNAcddBD77rsvX/nKV9qzMWZD5Mx9YKWCKHfJqJDtd+sX4cVHh/c537IvHDVwqeXSSy/lZz/7GXfccQc333xz3/y5c+dy8MEHM23aNM477zzuuy+76NScOXO49NJLmT59Ovfffz+f+cxn+OUvf8kZZ5zBpz/9aWbPns3FF188vNtgNkKKVFxzH0BeMnfvvSGaNGkSX//613nPe97DT37yEyZMmMDrr7/Ovffey8c+9rG+9WrDEfz617/m+uuvB+DEE0/kC1/4QlvabdaqqFYZowpycG+oVBBru2HI347QJMNuh0cffZTtttuO3//+9wBUq1XGjx/fd9GO/jyAmOVJtVqlCM7cB1As5iNzd819iB544AFuvfVWHnroIc4991yee+45tt56a6ZNm8aPfvQjILve6m9/+1sADj74YK699loArr766ra126xV5fKabKLo4N5ITyEfvWUc3Idg9erVfOpTn+Lyyy9nxx135LzzzuOUU04hIrj66qu57LLL2H///ZkxYwY33ngjABdeeCEXX3wx++67L0uW5PJSsjbKVMprAVyWGUBWc+/8A6qKaP83UG9vb8yfP3+9eQsWLGCvvfZqU4vaYzRus3WeVa+sZOsLduW+6Z9n1gn/0u7mdJwjL7iLnSdsztzZve1uCpIejIiGDXHmbmbrqaxNZRln7g2VXHM3szyqVFJZxjX3hoquuW+8TigZbSqjaVuts/XV3H2GakN5OYmpY4P72LFjWbly5agIehHBypUrGTt2bLubYkalXM4mXJZpqFgQZfdz33CTJ09m8eLFrFixot1N2STGjh3rMWysI1RT5l5wWaahnqJYvbbzM/eO3Xs9PT1Mmzat3c0wG3Uq7ufeVFZzr7S7GYPq2LKMmbVHNR1QLbgs01ApJ2PLOLib2XpqNXcfUG2sWJB7y5hZ/lQrWXAvlJy5N1LKyRmqDu5mtp5aWUYFZ+6N5KW3jIO7ma3HvWWaK7ksY2Z51Je5u+beUKlY8AFVM8ufSDX3YsnBvZGuOUNV0hRJd0h6QtLjks5I8ydIuk3S0+nvtmm+JF0kaaGkRyS9baQ3wsyGz7oDqg7ujeTlMnutZO5l4PMRsTcwCzhN0t7AF4HbI2I6cHu6D3AUMD3d5gCXDHurzWzE1DJ319wb65qae0QsjYjfpOnXgAXATsAxwJVptSuBD6fpY4CrInMfMF7SDsPecjMbEVGtHVB15t5IsVCg0m29ZSRNBQ4E7gcmRcTStOhFYFKa3gl4oe5hi9O8/s81R9J8SfNHy/gxZnlQ6y1TdObeUKko1nZDzb1G0pbA9cBnI2JV/bLIhm4c0ldZRMyNiN6I6J04ceJQHmpmIyh8ElNT3VRzR1IPWWC/OiJuSLOX1cot6e/yNH8JMKXu4ZPTPDPLgajWests1uaWdKaebqm5SxJwGbAgIr5dt+gm4KQ0fRJwY9382anXzCzg1bryjZl1OGfuzRULBSKg2uEBvpW9dzBwIvCopIfTvC8D5wDXSToVeB44Ni27BTgaWAj8CfjEsLbYzEZULXMv+YBqQ6WiAChXgzEFtbk1Axs0uEfEPcBAW3B4g/UDOG0j22Vm7VIb8teZe0PFFNA7ve7uM1TNbD3rau5j2tySzlRKwb3Te8w4uJvZ+mplmR6XZRrpy9w7vK+7g7uZrcdjyzRXKmZhs9N7zDi4m9n6apm7g3tDJdfczSyXajV3n6HaUK0s0+kjQzq4m9n6qmXKUUAFh4dGnLmbWT5Vy5QptrsVHWtd5u7gbmY5omqFioP7gErpF02nX0fVwd3M1lctU5GD+0BcczezXFJ1rTP3JnqKrrmbWQ4pKlQcGgbkmruZ5VO1QrmlMQVHp1rN3Zm7meWKokzVNfcB9WXuPqBqZnni3jLNlVxzN7M8KsRaZ+5NFD0qpJnlkaoVqs7cB1TyqJBmlkeKivu5N9F3EpPLMmaWJ4WouCzThGvuZpZLWW8Zd4UciM9QNbNcKrgrZFMeFdLMcsllmeZ8hqqZ5VIW3F2WGYhHhTSzXCpEhXDmPqC+C2S75m5meVLAZZlmaqNCuixjZrlSjDLhssyAij6gamZ5VIwKUXDmPhCfxGRmuVSg4sy9CWfuZpZLxagSBQf3gdT6ua+t+ICqmeVIlrm7LDOQQkFIztzNLGdKlJ25D6KnUMh/zV3S5ZKWS3qsbt5ZkpZIejjdjq5b9iVJCyU9JekDI9VwMxsZRSrgzL2pYkFdkblfARzZYP75EXFAut0CIGlv4DhgRnrMdyR/SszypBhVotjT7mZ0tFJB+T9DNSLuAl5u8fmOAa6NiNUR8RywEHjnRrTPzDYxZ+6DKxbV1Weoni7pkVS22TbN2wl4oW6dxWnem0iaI2m+pPkrVqzYiGaY2XAqUnHNfRClgvJfcx/AJcBuwAHAUuC8oT5BRMyNiN6I6J04ceIGNsPMhlNUq4xRBTm4N1XshrJMIxGxLCIqEVEF/p11pZclwJS6VSeneWaWA9VUanDm3lypG3rLNCJph7q7HwFqPWluAo6TtJmkacB04IGNa6KZbSrl8ppsoujg3kwpBzX3QfegpGuAw4DtJS0GzgQOk3QAEMAi4O8BIuJxSdcBTwBl4LSIqIxM081suFXKawFclhlEMQc190H3YEQc32D2ZU3WPxs4e2MaZWbtUS6XswkH96ZKXdLP3cxGicraVJZxcG+q2K01dzPrTpVKKsu45t6UM3czy5W+mrvPUG2qWJBHhTSz/Ki45t4SZ+5mlivVlLkXXJZpqlTs/N4yDu5m1qfifu4tKRUKztzNLD+q6YBqwWWZpvLQz93B3cz61GruPqDaXFZz9wFVM8uJaiUL7oWSM/dmunbgMDPrTrWyjArO3JvxAVUzyxX3lmlN0QdUzSxP+jJ319yb6imIsmvuZpYXkWruxZKDezPFgqi45m5mebHugKqDezOuuZtZrtQyd9fcmyt6+AEzy5NqJTtDteCae1OlQsEDh5lZfvTV3J25N+XM3cxypa8s0zOmzS3pbK65m1muRLWWubss04yH/DWzXAkPP9CS2mX2Ijo3wDu4m1mfSCcxlZy5N1UqCIBOTt4d3M1snaoz91YUU3Dv5LNUHdzNrE9fzb1nsza3pLPVMvdOHhnSwd3M1knBveTMval1mbuDu5nlgMeWaU1PMQudndxjxsHdzNbpy9wd3Jtxzd3M8qXqM1RbUau5O3M3s3yollkbRVRwaGim6AOqZpYr1TIVh4VBlYrO3M0sR1StUKHY7mZ0vGL6ZeOau5nlgqprqcjBfTClbugKKelyScslPVY3b4Kk2yQ9nf5um+ZL0kWSFkp6RNLbRrLxZjbMqmVn7i3olpOYrgCO7Dfvi8DtETEduD3dBzgKmJ5uc4BLhqeZZrYpKCqUHdwH1RU194i4C3i53+xjgCvT9JXAh+vmXxWZ+4DxknYYrsaa2Qhzzb0l62ruOQ7uA5gUEUvT9IvApDS9E/BC3XqL07w3kTRH0nxJ81esWLGBzTCz4aQoU3XNfVCjop97ZAMaD3kLI2JuRPRGRO/EiRM3thlmNgwKrrm3ZF0/9+7rLbOsVm5Jf5en+UuAKXXrTU7zzCwHnLm3pit6ywzgJuCkNH0ScGPd/Nmp18ws4NW68o2ZdTj3c29NKQcDhw06gISka4DDgO0lLQbOBM4BrpN0KvA8cGxa/RbgaGAh8CfgEyPQZjMbIYqKM/cW5CFzHzS4R8TxAyw6vMG6AZy2sY0ys/YoOLi3pNh3QLX7au5m1oUKsZaqPCLkYPKQuTu4m1kfl2VaUxwNXSHNrHu4LNOaUjqJaW3Ohx8ws1EiC+4uywymWHTN3cxypBAVwpn7oHpcczezPCn6JKaWuOZuZrlSoEK4LDOoWs0970P+mtkoUYwKUXBwH0yxG4b8NbPRI8vcXZYZjPu5m1muFKPqzL0F3TwqpJl1oSJlZ+4tcOZuZrlSxDX3VkiiWJBr7maWD0Uq4ODekmJBztzNLB9cc29dqSCfoWpm+VCkAq65t8SZu5nlRsk195aVXHM3szyIapUeVZCDe0uKhYJHhTSzzldN9eMo9rS5JfngmruZ5UK5vCabKLjm3opS0TV3M8uBSnktgMsyLXLN3cxyYe3aLLi7n3tr3FvGzHKhWnZwH4pSoUDFB1TNrNNVKqks4wOqLckydx9QNbMO11dzLzpzb4UPqJpZLlTK5WzCZZmW+ICqmeVCJXWFLDhzb0mpUPBl9sys8/UdUHVwb4mH/DWzXKimA6oFH1BtSVZz9wFVM+twtZq7T2JqjTN3M8uFaiUL7oWSg3srSgV19MBhG7UXJS0CXgMqQDkieiVNAH4ITAUWAcdGxB82rplmNtKq6YCqCi7LtGI0ZO7viYgDIqI33f8icHtETAduT/fNrMP1Ze4+oNqSUrEw6mruxwBXpukrgQ+PwGuY2TDrO6BaGtPmluRDt/dzD+A/JT0oaU6aNykilqbpF4FJjR4oaY6k+ZLmr1ixYiObYWYbK5y5D0mnDxy2sXvxXRGxRNJfALdJerJ+YUSEpIZbHxFzgbkAvb29nfsOmY0S6w6ouubeiq7O3CNiSfq7HPgJ8E5gmaQdANLf5RvbSDMbeVWfoTokxUKhozP3DQ7ukraQtFVtGng/8BhwE3BSWu0k4MaNbaSZjbyo1soyztxbUSqIcqVzD6huzFf0JOAnkmrP84OI+JmkecB1kk4FngeO3fhmmtlIq9Xciy7LtKRra+4R8Sywf4P5K4HDN6ZRZrbphWvuQ9JT7OKau5l1j1pZpuiyTEu6tuZuZt0l+vq5+4BqK7q6t4yZdY9aWabkzL0lteEHIjozwDu4m1mmVpbp8RmqrSgVBNCx2buDu5kBdV0hfUC1JcViFtw7te7u4G5mmRTcS665t6SWuTu4m1lHqx1QdT/31pQKWfisdOiY7g7uZpapVgAoObi3pNRXlunMs1Qd3M0s09fP3WWZVhR9QNXMcqFaZm0UUcFhoRWuuZtZPlTLVBwSWlZMX4Jl19zNrJOpWqZCsd3NyI11mbtr7mbWwVQtU5GDe6tqB1RdczezzlYtU3bm3jLX3M0sFxQVl2WGoFZzd+ZuZp2t6uA+FM7czSwXCtW1VF1zb9m6fu4+oGpmHcxlmaGpZe5r3RXSzDqZwr1lhsJnqJpZLqhaoerMvWWlYjqJycHdzDqZouKa+xCUXHM3szwoRNnBfQhqZRkPP2BmHS0L7h4RslU+Q9XMckFR8QHVIXA/dzPLhUJUCAf3lvWNCumau5l1skJUXJYZgpJr7maWB8UoO3MfAtfczSwXCu4KOSRF19zNLA8KVIiCyzKtKnlUSDPLg2JUCNfcW9bpmbv3pFmXW/XKSpY99zgRzYPQ+HjDNfchWHdAtTN7y4xYcJd0JHAhUAS+FxHnjNRrmXWaBff/nFWLHm5jC4J4eRHbvTSPXcvPMF2tZZfPjdlqhNvVPUZl5i6pCFwMvA9YDMyTdFNEPDESr2fWCaJa5fFf/5TC3d9i7zWPtrs5rI4eFm62Jw/seCpjpxxIoTT4v/ueBxy+CVrWHUodPirkSGXu7wQWRsSzAJKuBY4BhjW4P3Ln9Wx915nD+ZRmG2xMrGGfWMZyJnDfHl9g93efgIrtK3Nsuc0EZozdvG2v3+1qmfsV9y7ip7/9/QY/z8ffMYVPHrLrcDWrz0gF952AF+ruLwZm1q8gaQ4wB2DnnXfeoBcZs8U2vLz5tA1sotlwEy/s/En2/+BpzBq3RbsbYyNMEmccPp2nl7+2Uc+z/ZabDVOL1te2A6oRMReYC9Db27tBv2v2fMcR8I4jhrVdZmat+qf3vbXdTRjQSHWFXAJMqbs/Oc0zM7NNYKSC+zxguqRpksYAxwE3jdBrmZlZPyNSlomIsqTTgZ+TdYW8PCIeH4nXMjOzNxuxmntE3ALcMlLPb2ZmA/PwA2ZmXcjB3cysCzm4m5l1IQd3M7MupMFGitskjZBWAM9v4MO3B14axubkzWjffvB74O0fvdu/S0RMbLSgI4L7xpA0PyJ6292Odhnt2w9+D7z9o3v7B+KyjJlZF3JwNzPrQjggUVcAAAMcSURBVN0Q3Oe2uwFtNtq3H/weePvtTXJfczczszfrhszdzMz6cXA3M+tCuQ7uko6U9JSkhZK+2O72jDRJUyTdIekJSY9LOiPNnyDpNklPp7/btrutI0lSUdJDkm5O96dJuj99Dn6YhpnuSpLGS/qxpCclLZB00Gja/5L+KX32H5N0jaSxo2n/D0Vug3vdRbiPAvYGjpe0d3tbNeLKwOcjYm9gFnBa2uYvArdHxHTg9nS/m50BLKi7/03g/IjYHfgDcGpbWrVpXAj8LCL2BPYnex9Gxf6XtBPwj0BvROxDNpz4cYyu/d+y3AZ36i7CHRFrgNpFuLtWRCyNiN+k6dfI/rF3ItvuK9NqVwIfbk8LR56kycBfAd9L9wW8F/hxWqVrt1/SNsChwGUAEbEmIl5hFO1/smHKx0kqAZsDSxkl+3+o8hzcG12Ee6c2tWWTkzQVOBC4H5gUEUvToheBSW1q1qZwAfDPQDXd3w54JSLK6X43fw6mASuA76ey1PckbcEo2f8RsQQ4F/gdWVB/FXiQ0bP/hyTPwX3UkrQlcD3w2YhYVb8ssr6tXdm/VdJfA8sj4sF2t6VNSsDbgEsi4kDgj/QrwXT5/t+W7FfKNGBHYAvgyLY2qoPlObiPyotwS+ohC+xXR8QNafYySTuk5TsAy9vVvhF2MPAhSYvIynDvJatBj08/06G7PweLgcURcX+6/2OyYD9a9v8RwHMRsSIi1gI3kH0mRsv+H5I8B/dRdxHuVF++DFgQEd+uW3QTcFKaPgm4cVO3bVOIiC9FxOSImEq2v38ZEScAdwB/m1br5u1/EXhB0h5p1uHAE4yS/U9WjpklafP0v1Db/lGx/4cq12eoSjqarAZbuwj32W1u0oiS9C7gbuBR1tWcv0xWd78O2Jls6ORjI+LltjRyE5F0GPA/I+KvJe1KlslPAB4C/kdErG5n+0aKpAPIDiaPAZ4FPkGWpI2K/S/pa8DHyXqOPQR8kqzGPir2/1DkOribmVljeS7LmJnZABzczcy6kIO7mVkXcnA3M+tCDu5mZl3Iwd3MrAs5uJuZdaH/D91S1cQSGeXXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7yObll1/mgw8+4JNPPuG99977tnzmzJmMGjWKbt26MX36dFasWAHA1KlTefnll4mLi2PlypXcfffdfPzxx0ybNo277rqLyZMnM2PGDP+2wRhT551cNZc8jaDXmGsDts+aDO9cCGxR1W+HbUQkGjimqoUi0h2IA75R1WMikikiI3AO5E4Gnq9J4HVRu3bteOyxxzjvvPNYvHgxrVu3Jisri6+//pprr/3uRS2+NMNXX33FokWLALjpppv41a9+5UncxpjAO3pwH4OOvEtyq4sZ3qJ1wPZbYdIXkXnAWKCtiKQBj6jqa8AkfngAdwzwmIjkA0XAnapafBD4bpwzgRrhnLXjnzN3yumRe2Hjxo20adOG/fv3A1BUVETLli2/vaFKSXbmqjGhafuSJxhOAR0mPBzQ/Vbm7J3rVbWDqkaqaoyb8FHVm1X15RLLLlLVfqo6WFWHqOq7PnWrVbW/qvZQ1Xvds3iCyqpVq1i2bBnr1q3j6aefZteuXTRv3pxu3bqxcOFCwLmn7vr16wEYNWoU8+fPB2DOnDmexW2MCayTGYcYuP9frGt+Pp3PHhDQfdsvcv0kNzeXO+64g1mzZtGxY0emT5/OrbfeiqoyZ84cXnvtNQYNGkS/fv1YsmQJAM8++ywzZsxgwIABpKf75xCHMabu27TkaZpIDm3GPxTwfUtd73AnJCTo6tWrv1e2efNm+vTp41FEgRdq7TUmmGVlHqfwr/34pvEg4h+snd+nisgaVU0orc56+sYYE0Ap7/yVFmTT5MJfe7J/S/rGGBMgOaeziPtmNhuihtJzyI88iaHeJv26PizlL6HSTmNCQfKS52jDSSJ+9EvPYqiXST8qKoqMjIygT4iqSkZGBlFRUV6HYoypobzcHLpt/TubIvvTd+R4z+Kol/fIjYmJIS0tjSNHjngdSq2Lioqy6/sYEwSS33uJ4WRwaNRTnsZRL5N+ZGQk3bp18zoMY4yplIL8PDqmvMz28LMZMCYwV9MsS70c3jHGmPok+YPXidGDZCX+HxLmbdq1pG+MMbWoID+Pdmv/xq6wWAZdcL3X4VjSN8aY2rTu3zPprPs5nvgLwsLDvQ7Hkr4xxtSW/LxcOq1/jh3hPYi/6AavwwEs6RtjTK1Zu+QFOuohskc96PlYfrG6EYUxxgSZ3JzTdE19ka0RvRg49jqvw/mWJX1jjKkFye88S3uOkjfmN3Wmlw+W9I0xxu9yTmfRfcsrbGowgP7nBu7+t5VhSd8YY/wsefF0ojkO59WtXj5UIumLyCwROSwiKT5lj4pIuogku49LfeoeEpEdIrJVRC7xKR/nlu0QEW+uKWqMMbUs+9QJem3/Oxsbxnt6jZ2yVOYj6A1gXCnlz7i3RRysqu8DiEhfnHvn9nPXeVFEwkUkHJgBjAf6Ate7yxpjTFDZ8PaTtCKTyIt+53UoparMPXI/B45VtJxrIjBfVXNVdRewAxjuPnao6jeqmgfMd5c1xpigkXkig7673mB9o+H0TrjA63BKVZPBpntFZIM7/NPKLesE7PNZJs0tK6u8VCIyVURWi8jqULiSpjGm/tOiIra8OY0WZNP4kt97HU6Zqpv0XwJ6AIOBA8B0v0UEqOpMVU1Q1YTo6Gh/btoYY2rFitkPMfzYu/yvw2TiBo/2OpwyVevSyqp6qHhaRF4F3nNn04HOPovGuGWUU26MMfVa0tvPMnLPyyS1uJjE2//mdTjlqlZPX0Q6+MxeBRSf2bMUmCQiDUWkGxAHrAKSgDgR6SYiDXAO9i6tftjGGFM3rP94PvHrH2VD1FAG3/NWnbioWnkq7OmLyDxgLNBWRNKAR4CxIjIYUGA38DMAVU0VkQXAJqAAuEdVC93t3At8CIQDs1Q11e+tMcaYANq6+mN6fvb/sSuiO93vXkRkg4Zeh1Qhqev3mU1ISNDVq1d7HYYxxnzP3m3JNJs7gWxpQtTP/kvb9p0rXilARGSNqiaUVle3fipmjDH1wNGDe4mYdy2KwA2L6lTCr4glfWOMqaKdC35Dm6LjZEycQ8zZ/b0Op0os6RtjTBWcPHaEARkfsr71xcTFj/E6nCqzpG+MMVWw+f0ZNJZc2px3r9ehVIslfWOMqaTCggK67JzL5sh+9Bh4jtfhVIslfWOMqaSNn/2LjnqI0/G3eR1KtVnSN8aYSgpLmslhWjPwwhu9DqXaLOkbY0wl7N2WzMCcNezsel29+BFWWSzpG2NMJRxY/jx5GkHc+Pp5ALeYJX1jjKlAVuZx+h3+NxtanFevfohVGkv6xhhTgdT3X6apnKH52PrdywdL+sYYU66iwkI6bPsH2yJ60nPIWK/DqTFL+sYYU47Ur5bSpSidkwNu8ToUv7Ckb4wx5Shc8QoZtGDgJTd7HYpfWNI3xpgypH+zmYHZK9gW82MaRjX2Ohy/sKRvjDGlyDyRQfbcyRQQTo/xP/c6HL+xpG+MMSWcOnmMAy+MJzZ/J5vOfZ6zOnXzOiS/qTDpi8gsETksIik+ZU+JyBYR2SAii0WkpVseKyJnRCTZfbzss85QEdkoIjtE5DkRkdppkjHGVF9W5nHSn7+U7vk7SB31HIMv+qnXIflVZXr6bwDjSpQtB/qr6kBgG/CQT91OVR3sPu70KX8JuAPnZulxpWzTGGM8lZV5nH3PX8rZ+VtJOecZ4i+uv9fYKUuFSV9VPweOlSj7j6oWuLMrgJjytiEiHYDmqrpCnZvyvglcWb2QjTHG/7JPnWDv8xOIy9vChhF/Jf6SKV6HVCv8MaZ/K7DMZ76biKwTkc9EZLRb1glI81kmzS0rlYhMFZHVIrL6yJEjfgjRGGPKdjrrJLufn0CvvFTWD3+KIeOD45z80tQo6YvIb4ACYI5bdADooqrxwP3AXBFpXtXtqupMVU1Q1YTo6OiahGiMMeXKz8tl+4xr6J2bwrphTzL0stu9DqlWRVR3RRG5GZgAXOAO2aCquUCuO71GRHYCPYF0vj8EFOOWGWOMZ7SoiOQXpzDszCpW9v89iROmeh1SratWT19ExgEPAleo6mmf8mgRCXenu+McsP1GVQ8AmSIywj1rZzKwpMbRG2NMDax47X6GnVjG/zrfQeK1D3gdTkBU2NMXkXnAWKCtiKQBj+CcrdMQWO6eebnCPVNnDPCYiOQDRcCdqlp8EPhunDOBGuEcA/A9DmCMMQG18p9/YWT666xqfTkjbnnS63ACRtyRmTorISFBV69e7XUYxpggsu7D2Qz6ehobmoyg//8tJSKygdch+ZWIrFHVhNLq7Be5xpiQsul/y+j79QNsi+xNr3sWBl3Cr4glfWNMyNizZS0xH97KofCzaH/nOzRq0szrkALOkr4xJiSczjqJLphMARFETllMy7btvQ7JE5b0jTFBT4uKSH31DroUppF+/gt06NrL65A8Y0nfGBP0Vr/zPMNOfsjKLrczYMxEr8PxlCV9Y0xQ25W6kgHr/0hKw8EMn/KE1+F4zpK+MSZoZWUeJ3zRLWRJE9rf8hbhEdW+CEHQsKRvjAlKWlTElldvo1Phfg5d9CJt23f2OqQ6wZK+MSYorVr0VxJOfcSqbnfSb9RlXodTZ1jSN8YEnW9SVjI45Qk2RCWQeNPjXodTp1jSN8YElYL8PIoW30WWNCbm1jcJCw/3OqQ6xZK+MSaoJM37I2cX7mRP4h9ofVaZ92oKWZb0jTFBY++2ZIbsfIm1TUYH9d2vasKSvjEmKBQVFpK98G5ypAFdbnrR63DqLEv6xpigkLTwSfrkp7Jt8MO0bd/F63DqLEv6xph6b//urQzY/AwbooaRcMXdXodTp1nSN8bUa1pURMa8O1GEs376EhJmaa08lXp2RGSWiBwWkRSfstYislxEtrt/W7nlIiLPicgOEdkgIkN81pniLr9dRKb4vznGmFCTtGQGA3LXktL3ftp3ifM6nDqvsh+JbwDjSpT9GvhIVeOAj9x5gPE4N0SPA6YCL4HzIYFzf91EYDjwSPEHhTHGVFXOmWzWfvgPeq//M5si+zPsml94HVK9UKmrD6nq5yISW6J4Is4N0wFmA58Cv3LL31Tn5rsrRKSliHRwl11efKN0EVmO80Eyr0YtMMaEjIL8PDZ//R456xbQ+/inDJEzHKY1za570X6EVUk1ueRcO1U94E4fBNq5052AfT7LpbllZZX/gIhMxfmWQJcudhTemFCXlXmclLceJO7whwzgJKe0EVtajSUq/jr6nDMh5O5zWxN+uc6oqqqIqD+25W5vJjATICEhwW/bNcbUP1pUxNZXb2VY5iesbzaavQOuoc+YaxjWqInXodVLNUn6h0Skg6oecIdvDrvl6YDvNUxj3LJ0vhsOKi7/tAb7N8aEgKQlMxh+6mP+1+0uRt5sN0GpqZqc27QUKD4DZwqwxKd8snsWzwjgpDsM9CFwsYi0cg/gXuyWGWNMqfZtX0//5D+S2mAgw2/8k9fhBIVK9fRFZB5OL72tiKThnIXzBLBARG4D9gDXuYu/D1wK7ABOA7cAqOoxEfkjkOQu91jxQV1jjCkpN+c0ufNvIU8iiZ7ypt31yk8qe/bO9WVUXVDKsgrcU8Z2ZgGzKh2dMSZkrXv9fkYU7mTdOTOI79TN63CChv10zRhT56z/ZCEjDs1jZdurib/4Rq/DCSqW9I0xdcrRg3vp/Nn97AqLZdCtz3sdTtCxpG+MqTOKCgs58PoUGmkOYdfOIqpxU69DCjqW9I0xdcaGTxcyIHctG/r9kq59hnodTlCypG+MqTMK1i/kBE0ZcuU0r0MJWpb0jTF1wpnsU/Q9+QVbW59PZIOGXocTtCzpG2PqhE2f/YvGkkuToddVvLCpNkv6xpg6QVIXcZSW9Ekc73UoQc2SvjHGc6dOHqNf1gp2RF9kv7ytZZb0jTGe2/LpfBpKPi2HT/I6lKBnSd8Y47kGWxZzgGh6DT3f61CCniV9Y4ynThw9SN/Ta9jd4RK7qXkA2DNsjPHUtk/nEimFRI/4qdehhARL+sYYTzXevoR90pEeA0Z6HUpIsKRvjPHM0YN76ZOznrSYS21oJ0DsWTbGeGbnp3MIF6XjOTa0EyiW9I0xnmm+cynfhMXaxdUCqNpJX0R6iUiyzyNTRO4TkUdFJN2n/FKfdR4SkR0islVELvFPE4wx9dHBvdvpk7+JQ10v8zqUkFLtn76p6lZgMICIhAPpwGKce+I+o6pP+y4vIn2BSUA/oCPwXxHpqaqF1Y3BGFN/7f78LdoDXUbf5HUoIcVfwzsXADtVdU85y0wE5qtqrqruwrlx+nA/7d8YU8+02fUe2yJ60ql7H69DCSn+usjFJGCez/y9IjIZWA08oKrHgU7ACp9l0tyyHxCRqcBUgC5duvgpRGNMoO3c8DUNFt9GM838QV0cWayIe8CDqEJbjZO+iDQArgAecoteAv4IqPt3OnBrVbapqjOBmQAJCQla0xiNMYF3OH0Xzd6+AYCtbX94CE8jouhz6d2BDivk+aOnPx5Yq6qHAIr/AojIq8B77mw60NlnvRi3zBgTZLJPnSBz1o9pr2c4fO0SEvsneh2ScfljTP96fIZ2RKSDT91VQIo7vRSYJCINRaQbEAes8sP+jTF1SGFBAdtfmkS3gm/YOfZ5ulvCr1Nq1NMXkSbARcDPfIqfFJHBOMM7u4vrVDVVRBYAm4AC4B47c8eY4JM08y5GnP4fK/v9hsTzrvU6HFNCjZK+qmYDbUqUlXn+lao+Djxek30aY+qulfP/zIjDC1jRbhIjrnvQ63BMKewXucYYv1j/8XwSNv+FdY3PYdgdM7wOx5TBkr4xpsbSdqRw9mfT2BXRnV53z7dbHtZhlvSNMTWiRUWcXHA3RQjNbllI46YtvA7JlMOSvjGmRpIWP0u/vPVs6v9L2sX08DocUwFL+saYajuyfze9Nz5JaoMBDLv6Pq/DMZVgSd8YU21pc+6hgebT/LqXCAsP9zocUwmW9I0x1bL2gzeIz/6SdT3uovPZA7wOx1SSJX1jTJWdPHaELiseYUd4D4Zd/zuvwzFVYEnfGFNlW9/8OS01E654nojIBl6HY6rAkr4xpkpSvljC8BPvk9TxRs4eNMrrcEwVWdI3xlRa9qkTtPr4l+yTjsTf9GevwzHVYEnfGFNpqa/dRYeiw5y6+K9ENW7qdTlj4gQAAA7HSURBVDimGizpG2MqZfW/X2X4ifdZ2fkW+o4c73U4ppos6RtjKrR/1xZ6rfodWyL6MGzKX7wOx9SAJX1jTLny83I5NWcKAM1vnG1n69RzlvSNMeVaPftBehVsYdvwP9ExtpfX4ZgasqRvjClTylfvkpg2m1WtLmPoZbd7HY7xgxonfRHZLSIbRSRZRFa7Za1FZLmIbHf/tnLLRUSeE5EdIrJBRIbUdP/GmNpx/MgBzlr+c9LCO9L/tpe8Dsf4ib96+uep6mBVTXDnfw18pKpxwEfuPMB4nBuixwFTAXsnGVMHZWUeZ++sybTUTPKv/LtdIz+I1NbwzkRgtjs9G7jSp/xNdawAWopIh1qKwRhTRTlnslkx5zHy/zqQQWdWsa7vL+kx8ByvwzJ+5I97minwHxFR4BVVnQm0U9UDbv1BoJ073QnY57Numlt2wKcMEZmK802ALl26+CFEY0x58vNyWbd0Bl1TXmAEGWxsGM+RSx4lcchYr0MzfuaPpH+uqqaLyFnAchHZ4lupqup+IFSa+8ExEyAhIaFK6xpjKk+Lilj7weu0S3qK4XqArRG9OXLeswwYdbnXoZlaUuOkr6rp7t/DIrIYGA4cEpEOqnrAHb457C6eDnT2WT3GLTPGBFjO6Sw2zrydYSeW8U1YLMnnvsKg865DwuykvmBWo1dXRJqISLPiaeBiIAVYCkxxF5sCLHGnlwKT3bN4RgAnfYaBjDEBsn/XFtKmj2HYiWX8r/PtdH14DYMvmGQJPwTUtKffDlgsIsXbmquqH4hIErBARG4D9gDXucu/D1wK7ABOA7fUcP/GmCra8Okiunz6c5pSRPLoVxh5wSSvQzIBVKOkr6rfAINKKc8ALiilXIF7arJPY0z1FBUWsvLNh0nc/Qq7w7vS4KdzGHx2f6/DMgHmjwO5xpg6rrCggA3PTGRk9pesbnEh/X72Bo2aNPM6LOMBG8AzJgQkLfwL8dlfsqL7zxl630JL+CHMkr4xQe7g3u0M3PIsG6KGkXjjH+xgbYizV9+YIKZFRRya5xxGaztphiV8Y0nfmGC2dtksBp1ZyYae99plkQ1gSd+YoHUy4xCxSY+xPSKOYT952OtwTB1hSd+YILX1H/fRQk8RNvEFwiPsRD3jsKRvTBBK+XIpw0+8T1KnG+kxYITX4Zg6xJK+MUEm53QWLT/6JWnSgfgb/+x1OKaOsaRvTJBZ99ZDxOhBTlzwJFGNm3odjqljLOkbE0RWLX6exPR/sKrlpfQ/9wqvwzF1kCV9Y4LEqsXPkZD8O1KjBjNw6qteh2PqKEv6xgSBVYv+RkLy70mNiidu2ns2rGPKZEnfmHpu1aJnGL7xEVIaDSVu2ruW8E257ORdY+qxlQunk5j6GBuihtFz2hKiGjXxOiRTx1lP35h6qjjhr7eEb6rAevrG1EO7UlcyNOVPrG80jN73LaVhVGOvQzL1RLV7+iLSWUQ+EZFNIpIqItPc8kdFJF1Ekt3HpT7rPCQiO0Rkq4hc4o8GGBNqtKiIM0seIEsa0/X2tyzhmyqpSU+/AHhAVde6N0dfIyLL3bpnVPVp34VFpC8wCegHdAT+KyI9VbWwBjEYE3LW/PtVEvI2srLf70ls297rcEw9U+2evqoeUNW17vQpYDPQqZxVJgLzVTVXVXfh3Bx9eHX3b0woOnXyGF3X/JntEXEkXDXN63BMPeSXA7kiEgvEAyvdontFZIOIzBKRVm5ZJ2Cfz2pplPEhISJTRWS1iKw+cuSIP0I0Jiikzn2YNnoCvfRpu3KmqZYaJ30RaQosAu5T1UzgJaAHMBg4AEyv6jZVdaaqJqhqQnR0dE1DNCYo7Nm8hqEHF7C69WX0HDLW63BMPVWjpC8ikTgJf46qvg2gqodUtVBVi4BX+W4IJx3o7LN6jFtmjKmAFhWRtfj/OC1RxP306YpXMKYMNTl7R4DXgM2q+lef8g4+i10FpLjTS4FJItJQRLoBccCq6u7fmFCydtks+uWtZ0vf+2gV3aHiFYwpQ00GBUcBNwEbRSTZLXsYuF5EBgMK7AZ+BqCqqSKyANiEc+bPPXbmjjEVyz51gs5Jj7MjvAcJV9/vdTimnqt20lfVLwEpper9ctZ5HHi8uvs0pt4rLGDnynfJ2L+r0quE7fmSBI5xbNyrdvDW1Ji9g4wJhKPbYd1baPI8emQfokcVV1/Z9moSh11YK6GZ0GJJ35jakpsFm96Btf+AfStAwtl/1hgePX4DN119Jb07NK/UZsIkjOHtO1e8oDGVYEnfmNpwYAPMux4y06BNHFz4Bxh0Pfe8uYOstgWMHjoQ51wIYwLLkr4x/rb5PXj7DmjUCqa8B7Hnggip+0+SvO8Ev5/Q1xK+8YwlfWP8RRW+fAY++gN0GgqT5kKz766NM3flXhpGhPHjITEeBmlCnSV9Y/yhIBfenQbr50H/H8PEGRDZ6NvqrNwC3lmXzoSBHWnRONLDQE2os6RvTA3lZx4iYuFkZN8KOO83MOaXUGL4ZmnyfrLzCvlpYhePojTGYUnfmBrIzTnNgWcvokPhQcKunkXkwB//YBlVZc7KPfRu34whXVp6EKUx37HbJRpTA2tn/4rYwj38LO/n/H5HXKnLbEg7Ser+TG5I7GIHcI3nLOkbU01bVn/E8P3/YFWrCfT70TXMW7WPuSv3/mC5uSv30rhBOFfGl3e7CWMCw4Z3jKmGnNNZNPn3vRyRtvS5+XmGNmtFSnomjyxNoVf7Zgzt6txGIjMnn6Xr9zNxcEeaRdkBXOM96+kbUw3Jsx+gs+7n6AXTadaiNeFhwnOT4unQohF3vbWGw5k5ALyzLp0z+YXckNjV44iNcVjSN6aKNq34gOEH/8nKtlfTf/TEb8tbNI5k5uShnMop4O45a8krKGLOir0M6NSCATEtPIzYmO9Y0jemCrJPnaDFhz/nQNhZ9J/yzA/qe7dvzlPXDmT1nuPc/Poqth46xQ12mqapQyzpG1MFKbP/jw5Fhzl58bM0aVb66ZcTBnbkZz/qztc7M2jaMILLB3UMcJTGlM0O5BpTCTmns9j02UISj77NinY/YcTI8eUu/+AlvTmenUfPds1o0tD+zUzdYe9GY1xakMfJjIMcO5zOifSt5KWn0ODYVqJP76Bj0QGGiLI3rBODpkyvcFvhYcKT1wwKQNTGVE3Ak76IjAOeBcKBv6vqE4GOwdRfOWey2bH2Y7LTUinKOQW5pwjLy0Lys4ksyCK8KJ/wMCEiXJy/Yc5fQShSpahIKVSlSKFIlbD80zTKO0azwuO0IIuWQPGgTZEK+8Pac6RxD9JaX0rDjv3pkTiBRk2aefkUGFMjAU36IhIOzAAuAtKAJBFZqqqbAhmHqT8KCwrYueErMjb+h6b7vyIuJ4X+kv9tfYGGkS2NOENjzoQ1Jl8iKVQoKFLy3ORekgBhAiJCQVhDMhp0Jb/ZUGjSlvBmZ9GwRXtatO9Gp57xxDRphl0T0wSTQPf0hwM7VPUbABGZD0zEuVm6X23/41AiNdffmzUB1rroGD3JBmBXWFeS211FVM/ziel7Dk1btqFhVGNahIVR1gmReQVFZOcWUFCkREWGERUZTmS4nb9gQlegk34nYJ/PfBqQWHIhEZkKTAXo0qV6p7udbBJLWFFetdY1dcehBvGEdx9NbMJ4urXvTLcqrt8gIowGEQ1qJTZj6qM6eSBXVWcCMwESEhJK+YJesYT7F/k1JmOMCQaB/p6bDvje4TnGLTPGGBMAgU76SUCciHQTkQbAJGBpgGMwxpiQFdDhHVUtEJF7gQ9xTtmcpaqpgYzBGGNCWcDH9FX1feD9QO/XGGOMXXvHGGNCiiV9Y4wJIZb0jTEmhFjSN8aYECKq1frtU8CIyBFgTzVXbwsc9WM4dVkotRWsvcEulNpbG23tqqrRpVXU+aRfEyKyWlUTvI4jEEKprWDtDXah1N5At9WGd4wxJoRY0jfGmBAS7El/ptcBBFAotRWsvcEulNob0LYG9Zi+McaY7wv2nr4xxhgflvSNMSaEBGXSF5FxIrJVRHaIyK+9jsffRGSWiBwWkRSfstYislxEtrt/W3kZoz+JSGcR+URENolIqohMc8uDrs0iEiUiq0RkvdvWP7jl3URkpfue/qd7afKgISLhIrJORN5z54O2vSKyW0Q2ikiyiKx2ywL2Xg66pO9z8/XxQF/gehHp621UfvcGMK5E2a+Bj1Q1DvjInQ8WBcADqtoXGAHc476mwdjmXOB8VR0EDAbGicgI4C/AM6p6NnAcuM3DGGvDNGCzz3ywt/c8VR3sc35+wN7LQZf08bn5uqrmAcU3Xw8aqvo5cKxE8URgtjs9G7gyoEHVIlU9oKpr3elTOMmhE0HYZnVkubOR7kOB84F/ueVB0dZiIhIDXAb83Z0Xgri9ZQjYezkYk35pN1/v5FEsgdROVQ+40weBdl4GU1tEJBaIB1YSpG12hzqSgcPAcmAncEJVC9xFgu09/TfgQaDInW9DcLdXgf+IyBoRmeqWBey9XCdvjG5qRlVVRILuXFwRaQosAu5T1UynQ+gIpjaraiEwWERaAouB3h6HVGtEZAJwWFXXiMhYr+MJkHNVNV1EzgKWi8gW38rafi8HY08/VG++fkhEOgC4fw97HI9fiUgkTsKfo6pvu8VB3WZVPQF8AowEWopIcSctmN7To4ArRGQ3zlDs+cCzBG97UdV09+9hnA/14QTwvRyMST9Ub76+FJjiTk8BlngYi1+5Y7yvAZtV9a8+VUHXZhGJdnv4iEgj4CKcYxifANe4iwVFWwFU9SFVjVHVWJz/1Y9V9QaCtL0i0kREmhVPAxcDKQTwvRyUv8gVkUtxxgmLb77+uMch+ZWIzAPG4lyS9RDwCPAOsADognMp6utUteTB3npJRM4FvgA28t2478M44/pB1WYRGYhzIC8cp1O2QFUfE5HuOD3h1sA64EZVzfUuUv9zh3d+oaoTgrW9brsWu7MRwFxVfVxE2hCg93JQJn1jjDGlC8bhHWOMMWWwpG+MMSHEkr4xxoQQS/rGGBNCLOkbY0wIsaRvjDEhxJK+McaEkP8H+BtJHavDI54AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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555/PzTffzNVXXw3AjBkzuPvuuwG44447uPTSSwF44403mD59Oqeccgqnn346r732GhBdt2fq1KmMHz+e73znO/E0RkRi0dS4CwCrVE+/5x76Fmx4pXf3eeR4OH/fwzW33347v/3tb3nsscd44IEH9pTPmTOHadOmMWbMGG666SaeeSb6AvLs2bO5/fbbGTt2LM8++yxf+tKXePTRR7nmmmv44he/yMyZM7ntttt6tx0iUtBamjpCP789/eIO/QIzbNgwrrvuOs466yzuu+8+Bg0axO7du3n66ae5+OJ3T2jquDTDU089xb333gvAZZddxje/+c1Y6i0i+ZdujGbNSlXV5vW4xR36++mRx+GVV15h8ODBvPPOOwBks1nq6ur2TKjSmS6+JlKaWpqiCVRS1RrTL1pLlizhoYce4oUXXuDGG29kzZo19O/fnzFjxvCrX/0KiObUfemllwCYNm0a8+fPB+Cee+6Jrd4ikn+tzdHwTnl1/mbNAoV+r2lpaeHzn/888+bNY/jw4dx0001cccUVuDv33HMPc+fOZcKECYwbN45Fi6IrVtxyyy3cdtttjB8/nnXrdBkikVKSaY56+hV98tvTt+iyOIVp0qRJvmzZsr3KVq5cyQknnBBTjeJRim0WSbrnH/opH3j2K6y5+HeMGde782ab2XPuPqmrderpi4jEoL0lmh+3qs+AvB5XoS8iEoNsSzS8U5Xn4Z2iDP1CHpLqbaXUVpFS4qGn36evevr7VF1dTUNDQ0mEobvT0NBAdXV+p1MTkTxobSTrRnWNztPfp5EjR1JfX8/mzZvjrkpeVFdX6/o+IknU1kQzVdSW5bfvXXShX1FRwZgxY+KuhojIIbG2Rpqtmvz284tweEdEJAlSmSbSlv+hW4W+iEgMUpkmWhX6IiKloby9mdY8T5UICn0RkVhUtjfTVqaevohISajMpsmUq6cvIlISqryZ9lRN3o+r0BcRiUGVp2mvyPcJmwp9EZFY1HgaL1dPX0Qk8bLt7fSxFjzP8+OCQl9EJO+a90yKrg9yRUQSr7kxhH6VevoiIonX0rQTgLJKfZArIpJ4LU3RBCrlNerpi4gkXmvo6ac0vCMiknxt6ainX1nTL+/HVuiLiORZW3MU+hUa3hERSb53J0Xvn/djK/RFRPKsPQzvVPfR8I6ISOJ5ayMA1X3V0xcRSbyO0K9RT19EJPmstZFmryRVXp73Yyv0RUTyzNoaY5kUHRT6IiJ5V5ZpprmQQ9/M6sxsoZm9ZmYrzWyqmQ0ys8Vm9nr4OTBsa2Z2q5mtNrOXzewDOfuZFbZ/3cxmHa5GiYgUslSmidZCDn3gFuC37n48MAFYCXwLeMTdxwKPhGWA84Gx4TYb+DGAmQ0CrgUmA6cC13a8UYiIlJLy9mZayvI/gQr0IPTNbABwBjAXwN1b3X07MAO4K2x2F3BBuD8DuNsjzwB1ZnYU8BFgsbtvdfdtwGJgeq+2RkSkCFS0N9EWw/y40LOe/hhgM/BTM3vBzH5iZrXAMHdfH7bZAAwL90cAa3MeXx/Kuivfi5nNNrNlZrZs8+bNB9YaEZEiUJlN05bK/wQq0LPQLwc+APzY3ScCjbw7lAOAuzvgvVEhd5/j7pPcfdLQoUN7Y5ciIgWlKttMewH39OuBend/NiwvJHoT2BiGbQg/N4X164Cjcx4/MpR1Vy4iUlKqPE22okB7+u6+AVhrZseFonOAFcD9QMcZOLOAReH+/cDMcBbPFGBHGAZ6GDjPzAaGD3DPC2UiIiWlxtNky+MJ/Z5+HezvgXvMrBJ4E/gs0RvGAjO7Engb+GTY9kHgo8BqoClsi7tvNbN/BZaG7a5z96290goRkSLh2Sw1pPEYpkqEHoa+u78ITOpi1TldbOvAVd3sZx4w70AqKCKSJC3pJqrNoVCHd0REpPc0N+4CoCyGqRJBoS8iklfNjdH8uFYVz/COQl9EJI9am6Oefqoq/5dVBoW+iEhetYSefnm1evoiIonXlu6YFF09fRGRxMs0d4S+PsgVEUm8TEsU+lUxTJUICn0RkbzKphX6IiIlIxsmRa+uHRDL8RX6IiJ55GF4p0+tevoiIsnX1kSrl1NRWRXL4RX6IiJ5VNbaSLPFE/ig0BcRySvLNNNMPBOogEJfRCSvyjONtJRVx3Z8hb6ISB6l2ptpLVNPX0SkJFS0N9Oqnr6ISGmoaG8mk4pnAhVQ6IuI5FWVN5NJaXhHRKQkVGXTtMc0KToo9EVE8qqGNB7T/Lig0BcRyatqT5OtiGcCFVDoi4jkTWtLmkprh0r19EVEEq+5MZof1yrjmUAFFPoiInnT3LgDgLIqDe+IiCReS1N0WeWyavX0RUQSr7VpJwDlVQp9EZHEaw2TopfHNCk6KPRFRPImk456+pU18cyaBQp9EZG8yaSj+XGrFPoiIsmXTUfDO5V9NLwjIpJ47S1RT7+mdkBsdVDoi4jkibdGPf3qWg3viIgkX2sTGS+jqkqXVhYRSTxra6SZKqwsvuhV6IuI5ElZWxPNFl8vHxT6IiJ5k8o00WLxzY8LCn0RkbxJtTfTUqaevohISajINNFWViQ9fTNLmdkLZvZAWB5jZs+a2Woz+6WZVYbyqrC8OqwfnbOPb4fyVWb2kd5ujIhIIavINtOWim8CFTiwnv41wMqc5e8BN7v7scA24MpQfiWwLZTfHLbDzE4ELgHGAdOBH5lZ6tCqLyJSPCqzzWRSRTC8Y2YjgY8BPwnLBpwNLAyb3AVcEO7PCMuE9eeE7WcA8929xd3XAKuBU3ujESIixaAqm6a9vDh6+j8EvgFkw/JgYLu7Z8JyPTAi3B8BrAUI63eE7feUd/GYPcxstpktM7NlmzdvPoCmiIgUtmrSZCsKPPTN7OPAJnd/Lg/1wd3nuPskd580dOjQfBxSRCQvajz+0C/vwTbTgL8xs48C1UB/4BagzszKQ29+JLAubL8OOBqoN7NyYADQkFPeIfcxIiKJ1p7JUG1tUBHf/LjQg56+u3/b3Ue6+2iiD2IfdfdLgceAi8Jms4BF4f79YZmw/lF391B+STi7ZwwwFljSay0RESlgTY3RBCoW46To0LOefne+Ccw3s38DXgDmhvK5wH+Z2WpgK9EbBe6+3MwWACuADHCVu7cfwvFFRIpGunEn/QCrLKLQd/fHgcfD/Tfp4uwbd08DF3fz+OuB6w+0kiIixS7dtAuAVIyTooO+kSsikhctYXgnVa3QFxFJvLYwVWJ5dXwTqIBCX0QkL9rC8E5FTYGfvSMiIocu0xL19Kv6qKcvIpJ47WF4p7Kmf6z1UOiLiORBtqURiHdSdFDoi4jkhYfhnRqFvohI8nlbE1k3qmt0yqaISOJZayNpKilLxTuNiEJfRCQPLNNEk8U7gQoo9EVE8iLV1kiLVcVdjUO64JqISFHYub2BFQuvh0w6tjqM2LWClgLo6Sv0RSTx/vTkQqbUz6XFK8hisdXj5cHTeU9sR48o9EUk8TI7NwKQvmYlAwbFNyPf5NiO/C6N6YtI4vnuzbR6iv51g+OuSuwU+iKSeKnmLWy3AViZIk/PgIgkXlXLFnamBsZdjYKg0BeRxOvTto2mikFxV6MgKPRFJPH6ZbbRUqXxfFDoi0jCeTbLQN9Be41CHxT6IpJwu3Zuo8raoO8RcVelICj0RSTRdmx5B4BUP4U+KPRFJOF2N0ShX113ZMw1KQwKfRFJtPT2DQD0GTQ85poUBoW+iCRa647oEgwDBh8Vc00Kg0JfRBItu3szAHVDFfqg0BeRhCtr3MQ2+lFeURl3VQqCQl9EEq0i3cCOsrq4q1EwFPoikmg1rVtpLNd1dzoo9EUk0fpmtpHWJRj2UOiLSKIN8O1kqhX6HRT6IpJY6eZG+tNEtja+2bIKjUJfRBJr+5b1AKR03Z09FPoikli7wnV3KgfoEgwdFPoiklhN26JLMFQPHBZzTQqHQl9EEqtlRxT6/QePiLkmhUOhLyKJ1b5Ll2DoTKEvIolljZto8ir69B0Qd1UKxn5D38yONrPHzGyFmS03s2tC+SAzW2xmr4efA0O5mdmtZrbazF42sw/k7GtW2P51M5t1+JolIgLlzVvYrksw7KUnPf0M8DV3PxGYAlxlZicC3wIecfexwCNhGeB8YGy4zQZ+DNGbBHAtMBk4Fbi2441CRORwqGppYFdKMZNrv6Hv7uvd/flwfxewEhgBzADuCpvdBVwQ7s8A7vbIM0CdmR0FfARY7O5b3X0bsBiY3qutERHJUdu2jabKQXFXo6Ac0Ji+mY0GJgLPAsPcfX1YtQHoOCdqBLA252H1oay7chGRw6J/djttugTDXnoc+mbWF7gX+Iq778xd5+4OeG9UyMxmm9kyM1u2efPm3tiliJSgbHs7A30H7TVD4q5KQelR6JtZBVHg3+Puvw7FG8OwDeHnplC+Djg65+EjQ1l35Xtx9znuPsndJw0dqutliMjB2d6wgZQ5pksw7KUnZ+8YMBdY6e4/yFl1P9BxBs4sYFFO+cxwFs8UYEcYBnoYOM/MBoYPcM8LZSIivW5nQzT6XNFfoZ+rvAfbTAMuA14xsxdD2T8CNwALzOxK4G3gk2Hdg8BHgdVAE/BZAHffamb/CiwN213n7lt7pRUiIp3sboiuu1Ndpy9m5dpv6Lv7HwHrZvU5XWzvwFXd7GseMO9AKigicjDSOzYC0HeQLraWS9/IFZFEyoTQHzBUJwnmUuiLSCJ542YyXkb/gTohJJdCX0QSKdW0mW02gLJUKu6qFBSFvogkUmXLVnamdN2dzhT6IpJIfVobaKzQJRg6U+iLSCL1bd9Oq6678xcU+iKSOJ7NMjC7nYwuwfAXFPoikjhNjTupsVao1Zk7nSn0RSRxtm+OLuuV6q8J0TtT6ItI4uzaEl2CoXKAQr8zhb6IJE7z9ujbuLWDdN2dzhT6IpI4rTs2ANB/iC7B0JlCX0QSJ7s7moCpboh6+p0p9EUkccoaN7GDWiqrquOuSsFR6ItI4lSkG9hRpkswdEWhLyKJU926ld3l+jZuVxT6IpI4tZltpCsHxl2NgqTQF5HEqctuo61al2DoikJfRBKltSXNABrJ9tElGLqi0BeRRNm+ZT0AZf2OiLkmhUmhLyKJsjNcgqFC193pkkJfRBKlaWvU0+8z8MiYa1KYFPoikigtO6Lr7vTVdXe6pNAXkURp3xWFft0Ruu5OVxT6IpIsjVtIewW1fQfEXZOCpNAXkURJNW9mm9VhZYq3rpTHXQERkR5xh+ZtsHsj7NpA644NvLzqT2Qad0Drbspad1GeaWTM7pfYWn4EGtHvmkJfRHrNyqf/h6MWf5HacqciZb2787ZmaG/ds1gJTAKybjRRTZPV0FzWh63lR7Bt7EW9e+wEUeiLSK/JPHEjbVn4WfNU3jesH6eOGURFqpeGWcqr8L7DeHxdip+82Ei6eihfveA0pp4wir6pFH175yiJp9AXkV7x9qoXGd/yPH8c9SU2DZ/FdU+8wah0H27+1PuZeMyhX/xsy+4Wvv6rl3h81WbOOf4Ibr3oZAb3reqFmpcWhb6I9IoNi2/hKC/nhI9fzWlHjOBD7xvK1xa8xEW3/y9fPnssM94/nJ3pNnalM+xsjn7ubsnQ1p4lk3VaM1ky2SyZdsc77Tubdf77xXfYmW7juhnjuGzKKMx6efioRJh756e3cEyaNMmXLVsWdzVEZD927dhK2Q9OYEXdh/jgPyzYU76juY1/XvQqi158p0f7KS8zUmVGWReBfuwRfbnx4gkcd2S/Xqt3UpnZc+4+qat16umLyCFb/uCPmWJp6s68eq/yATUV3HLJRC46ZSSbdrbQv6aC/tXl9KuuoH9NObWV5VSWl1GRKqO8zCgrU+/9cFPoi8ghyba3M+JPP2NV+fEcN/GMLrc5fawuc1wo9O0FETkkr/7hPo72d9g14Yq4qyI9oNAXkUPiS+5gC3WcfN6suKsiPaDQF5GDVr/6VcY3LeX1oy+msqo67upIDyj0ReSg1f/uVtopY+z5fx93VaSHFPoiclAad21n3Mb7ean/mQwZPiru6kgP5f3sHTObDtwCpICfuPsN+a6DSDFp2FjP7m2b4q7GX1j/zEKmWDN9z/hS3FWRA5DX0DezFHAb8GGgHlhqZve7+2+X6nQAAASpSURBVIp81kOkkG2sf4O1zy8m+9YfOXL78xyTXcfguCvVhVHA66ljOe6Us+OuihyAfPf0TwVWu/ubAGY2H5gB9Gror1n+LHbvlb25S5G8qM42cyRbGAbspA9rasbzzlEXUjG4MIdPRoz/kK5bX2TyHfojgLU5y/XA5NwNzGw2MBvgmGOOOaiDVFTVsqnPmIOsokh8smWVvHXkRIaMO4sx4yYzoVzfn5TeVXCvKHefA8yB6No7B7OPkceexMiv/6ZX6yUikgT5/r9sHXB0zvLIUCYiInmQ79BfCow1szFmVglcAtyf5zqIiJSsvA7vuHvGzK4GHiY6ZXOeuy/PZx1EREpZ3sf03f1B4MF8H1dERPSNXBGRkqLQFxEpIQp9EZESotAXESkhBT0xupltBt4+hF0MAbb0UnUKidpVfJLaNrWrMI1y9y7nqCzo0D9UZrasuxnhi5naVXyS2ja1q/hoeEdEpIQo9EVESkjSQ39O3BU4TNSu4pPUtqldRSbRY/oiIrK3pPf0RUQkh0JfRKSEJDL0zWy6ma0ys9Vm9q2463MozGyemW0ys1dzygaZ2WIzez38HBhnHQ+GmR1tZo+Z2QozW25m14Tyom6bmVWb2RIzeym0619C+Rgzeza8Jn8ZLi1edMwsZWYvmNkDYTkp7XrLzF4xsxfNbFkoK+rXYncSF/o5k6+fD5wIfNrMToy3VofkTmB6p7JvAY+4+1jgkbBcbDLA19z9RGAKcFX4PRV721qAs919AvB+YLqZTQG+B9zs7scC24BincT5GmBlznJS2gVwlru/P+f8/GJ/LXYpcaFPzuTr7t4KdEy+XpTc/Q/A1k7FM4C7wv27gAvyWqle4O7r3f35cH8XUZCMoMjb5pHdYbEi3Bw4G1gYyouuXQBmNhL4GPCTsGwkoF37UNSvxe4kMfS7mnx9REx1OVyGufv6cH8DMCzOyhwqMxsNTASeJQFtC0MgLwKbgMXAG8B2d8+ETYr1NflD4BtANiwPJhntguiN+Xdm9pyZzQ5lRf9a7ErBTYwuB8bd3cyK9rxbM+sL3At8xd13Rp3HSLG2zd3bgfebWR1wH3B8zFU6ZGb2cWCTuz9nZmfGXZ/D4DR3X2dmRwCLzey13JXF+lrsShJ7+qUw+fpGMzsKIPzcFHN9DoqZVRAF/j3u/utQnIi2Abj7duAxYCpQZ2YdnaxifE1OA/7GzN4iGjI9G7iF4m8XAO6+LvzcRPRGfSoJei3mSmLol8Lk6/cDs8L9WcCiGOtyUMJ48Fxgpbv/IGdVUbfNzIaGHj5mVgN8mOjziseAi8JmRdcud/+2u49099FEf1OPuvulFHm7AMys1sz6ddwHzgNepchfi91J5DdyzeyjROOPHZOvXx9zlQ6amf0COJPoUq8bgWuB/wYWAMcQXXr6k+7e+cPegmZmpwFPAq/w7hjxPxKN6xdt28zsZKIP/VJEnaoF7n6dmb2HqIc8CHgB+Dt3b4mvpgcvDO983d0/noR2hTbcFxbLgZ+7+/VmNpgifi12J5GhLyIiXUvi8I6IiHRDoS8iUkIU+iIiJUShLyJSQhT6IiIlRKEvIlJCFPoiIiXk/wPfRgl/3pHFcQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nmmuuYfr06bz88sv88pe/5L3vfe/67QYuR/CLX/yC73//+wCcfPLJfPrTn56UcZsNx22ZfOqOcB+hwp4M999/PzNmzOC3v/0tAK1Wi2nTpq2/acdgvlaHbc1ajXQqJD4VMk866rlLmibpakkPS1ou6RBJ0yXdKOnR9HXHtK0kXSBphaT7JB00sbvw6rrrrru44YYbuOeeezjnnHP4zW9+w/bbb8+8efP43ve+B2T3W/31r38NwKGHHsqVV14JwOWXXz5p4zYbTmt95e4PMeVJpwdUzwd+HBF7AvsDy4GzgZsiYj5wU5oHOBaYnx6LgG+O64gnUbVa5SMf+QiXXHIJu+yyC+eeey4f+tCHiAguv/xyLr74Yvbff3/22WcflixZAsD555/P17/+dd70pjexatWqSd4Ds01FPYW7P8SUK4qIkTeQdgDuBV4fbRtLegQ4IiJWS9oZuDUi9pB0UZq+YvB2w73HggULYtmyZRstW758OXvttdfm7ldXKuI+2+S74ztfYOG/f4X9+hfz1+98Cx8+zDd27xaS7o6IBUOt66RynwesAf5Z0j2SviVpG2BWW2A/DcxK07OBp9qevzItGzyoRZKWSVq2Zs2aTvfFzMZZNLKD/zUfUM2VTsK9DBwEfDMiDgT+wIYWDACpoh/5T4BBImJxRCyIiAUzZ84cy1PNbDw53HOpk3BfCayMiDvT/NVkYf9MaseQvj6b1q8Cdm17/py0bMxGaxnlSZH21bYyjX5qUaJcLvuAao6MGu4R8TTwlKQ90qKjgIeAa4FT07JTgSVp+lrglHTWzELgxZH67cOZMmUKa9euLUToRQRr165lypQpkz0UKyA1a9Sp0Ffu8QHVHOn0PPf/ClwuqRd4HPgg2S+GqySdDjwJnJi2vR44DlgBrEvbjtmcOXNYuXIlRenHT5kyxdewsUmhZpWasnB3WyY/Ogr3iLgXGOqI7FFDbBvAGVs4LiqVCvPmzdvSlzGzUajRnyr3EtW6wz0vfOEws4LradWoqTdryzQd7nnhcDcruJ5mjbp66S33UK37gGpeONzNCq6nVaOZeu6u3PPD4W5WcKVWlUbPQOXucM8Lh7tZwZVbNZrqpa9ccuWeIw53s4IrRX1D5e4PMeWGw92s4CqtGq2e7GwZt2Xyw+FuVnDlqNEq9fmAas443M0KrhJ1mj19PqCaMw53s4IrUyfKPqCaNw53s4LrpUasr9x9QDUvHO5mBdcXA5W7e+554nA3K7BotehTHcpT6C33UG8GzVb+L7NdBA53swKr1bKbY1Puo69cypb5sr+54HA3K7BaNQt3lbNTIcHhnhcOd7MCq/WvA0CpLQP4U6o54XA3K7B69RVg48rdd2PKB4e7WYHVU89dlfbK3eGeBw53swJrVLO2TKniA6p543A3K7BGrQpAT+9U+iruuedJR+Eu6QlJ90u6V9KytGy6pBslPZq+7piWS9IFklZIuk/SQRO5A2a2+Rq1rOdeqkyhr+S2TJ6MpXJ/e0QcEBEL0vzZwE0RMR+4Kc0DHAvMT49FwDfHa7BmNr6aqede6p2yvnJ3WyYftqQtczxwWZq+DDihbfm3I3MHME3SzlvwPmY2QZr1VLn3TqW3lPXcXbnnQ6fhHsC/Sbpb0qK0bFZErE7TTwOz0vRs4Km2565MyzYiaZGkZZKWrVmzZjOGbmZbaqByr7hyz51yh9u9LSJWSXotcKOkh9tXRkRIGtMFKSJiMbAYYMGCBb6YhdkkaNWzA6qVvin0lHxANU86qtwjYlX6+ixwDfBW4JmBdkv6+mzafBWwa9vT56RlZraViXpWuZfbzpZx5Z4Po4a7pG0kbTcwDfwJ8ABwLXBq2uxUYEmavhY4JZ01sxB4sa19Y2ZbkVZjoHKfuv48d/fc86GTtsws4BpJA9t/JyJ+LGkpcJWk04EngRPT9tcDxwErgHXAB8d91GY2LgYq98qU11DytWVyZdRwj4jHgf2HWL4WOGqI5QGcMS6jM7MJFaly7+ubsj7c3ZbJh04PqJpZHqVw7+2dinqE5LZMXvjyA2ZF1qhSizI9pR4kZbfac7jngsPdrMDUrFKlsn6+t9Tjyj0nHO5mBaZmlZp618/3VUo+oJoTDnezAlOzRr2tcu8ru3LPC4e7WYH1NKvU2yr3Xod7bjjczQqs1KrSUHvlXvIB1ZxwuJsVWE+rRqPHlXseOdzNCqzUqg2q3Huo+YBqLjjczQqs1KrRbKvcfUA1PxzuZgVWbtVo9PStn+8r91CtO9zzwOFuVmDlqNPaqHIvUWs63PPA4W5WYJWo0Wqr3LMDqu6554HD3azAKlGjVdq45+5TIfPB4W5WYBXqRMmnQuaRw92swHqjTpSmrJ935Z4fDnezAuulTpQ3PqDqyj0fHO5mBdVqNulVA9oq995yD81W0PAZM13P4W5WULXqK9lEeeMDqoBPh8wBh7tZQVWr2c2xVdm4cgf8QaYc6DjcJZUk3SPpujQ/T9KdklZI+q6UXTdUUl+aX5HWz52YoZvZlqhX1wGgcvsnVEuAK/c8GEvlfhawvG3+y8B5EfFG4Hng9LT8dOD5tPy8tJ2ZbWXqqS3jyj2fOgp3SXOAdwLfSvMCjgSuTptcBpyQpo9P86T1R6XtzWwrMhDuPZWNT4UEqDX9KdVu12nl/jXgb4CBX+czgBciopHmVwKz0/Rs4CmAtP7FtP1GJC2StEzSsjVr1mzm8M1sczVqVQBKlY0vHAbQ78q9640a7pL+FHg2Iu4ezzeOiMURsSAiFsycOXM8X9rMOtCobVq5r2/L+Fz3rlfuYJtDgXdJOg6YAmwPnA9Mk1RO1fkcYFXafhWwK7BSUhnYAVg77iM3sy3SSG2Z0kZtmXRA1eHe9Uat3CPiMxExJyLmAu8Dbo6Ik4BbgPekzU4FlqTpa9M8af3NERHjOmoz22LNenYqZLl36vplGyp399y73Zac5/5p4JOSVpD11C9Oyy8GZqTlnwTO3rIhmtlEaNaycC/1bQj39QdUXbl3vU7aMutFxK3ArWn6ceCtQ2zTD7x3HMZmZhOotb5y3/RsGffcu58/oWpWUK0h2jLuueeHw92soAbCvdLXVrlXXLnnhcPdrKCikZ3n3tvWc+8t+YBqXjjczQoq1lfubW2Zig+o5oXD3ayoGjUA+qa8Zv2iDZW7w73bOdzNiqrRTytEpbLheu7lUg+lHrlyzwGHu1lBRbNKjTLq2TgG+so97rnngMPdrKDUqFJT7ybLe8s9bsvkgMPdrKDUrFKjssnyvnKP2zI54HA3K6ieZo36EOHuyj0fHO5mBdXTqtLQUJV7yZV7DjjczQqqp1mjPlTPveQDqnngcDcrqFKrRqNn03Dvq7gtkwcOd7OCKrVqNIao3Pvcc88Fh7tZQZVaNZpDVO695ZLDPQcc7mYFVY6hw92nQuaDw92soMpRo1Ua7kNMPqDa7RzuZgVViRrNnr5NlrtyzweHu1lBVaJODFG5+4BqPjjczQqqQp1WaajK3R9iyoNRw13SFEl3Sfq1pAcl/UNaPk/SnZJWSPqulJ1TJakvza9I6+dO7C6Y2eboixoMGe7uuedBJ5V7FTgyIvYHDgCOkbQQ+DJwXkS8EXgeOD1tfzrwfFp+XtrOzLYyFRpEedNwH7i2TERMwqhsvIwa7pF5Oc1W0iOAI4Gr0/LLgBPS9PFpnrT+KEkatxGb2RZrNhpU1By2co+ARsvh3s066rlLKkm6F3gWuBF4DHghIhppk5XA7DQ9G3gKIK1/EZgxxGsukrRM0rI1a9Zs2V6Y2ZjUqq8AoGEqd/Ct9rpdR+EeEc2IOACYA7wV2HNL3zgiFkfEgohYMHPmzC19OTMbg1r/umyiPGWTdX3lUraNw72rjelsmYh4AbgFOASYJqmcVs0BVqXpVcCuAGn9DsDacRmtmY2LerUfAFVGqtx9ULWbdXK2zExJ09L0VOAdwHKykH9P2uxUYEmavjbNk9bfHD4yY7ZVGWjL9FSGqtyzWHDl3t3Ko2/CzsBlkkpkvwyuiojrJD0EXCnpC8A9wMVp+4uB/ytpBfAc8L4JGLeZbYF6NWvLDFW5D7Rl3HPvbqOGe0TcBxw4xPLHyfrvg5f3A+8dl9GZ2YRo1LK2TKkydZN169sydYd7N/MnVM0KqF7roC3TdM+9mznczQqoWasCUOod4YCqK/eu5nA3K6BmqtzLvZu2ZQYq92rT4d7NHO5mBbQh3Ic/z92Ve3dzuJsVUKuRtWUqQ1Tuvet77g73buZwNyugVjpbptw3/AHVat0HVLuZw92sgGKgcu97zSbr+nxtmVxwuJsVUKueVe6VvqEOqPraMnngcDcromZWufcO0ZbxVSHzweFuVkCRKve+KZu2ZXp9bZlccLibFVGjSjNEubLpDbJLPaJSkq8K2eUc7mYFpGaNKpsG+4DeUo/bMl3O4W5WQGr0U9fw1w3sq5TclulyDnezAlKrRm3Uyt1tmW7mcDcrIDWr1DV8uPdVely5dzmHu1kB9TRr1FUZdr177t3P4W5WQD2tGg1X7rnmcDcroFKrSmOEyr2vXHLl3uUc7mYFVGrVaPT4gGqeOdzNCqjcqtHs2fQuTAPclul+o4a7pF0l3SLpIUkPSjorLZ8u6UZJj6avO6blknSBpBWS7pN00ETvhJmNTTnqNEet3B3u3ayTyr0BfCoi9gYWAmdI2hs4G7gpIuYDN6V5gGOB+emxCPjmuI/azLZIOWq0Rgh3f4ip+40a7hGxOiJ+laZ/DywHZgPHA5elzS4DTkjTxwPfjswdwDRJO4/7yM1ss1WiRqvkyj3PxtRzlzQXOBC4E5gVEavTqqeBWWl6NvBU29NWpmWDX2uRpGWSlq1Zs2aMwzazLVGJOlEauefucO9uHYe7pG2B7wOfiIiX2tdFRAAxljeOiMURsSAiFsycOXMsTzWzLdRLjRipLVP22TLdrqNwl1QhC/bLI+IHafEzA+2W9PXZtHwVsGvb0+ekZWa2lahEgyhveqOOAb1lV+7drpOzZQRcDCyPiK+2rboWODVNnwosaVt+SjprZiHwYlv7xsy2An3URm7LlLMDqtkf5daNhr/m5waHAicD90u6Ny37W+BLwFWSTgeeBE5M664HjgNWAOuAD47riM1sizTqNcoKKI/clgGoNVvr76lq3WXUcI+InwMaZvVRQ2wfwBlbOC4zmyDV/nWUAVWGb8v0td1qz+HenfwJVbOCqfW/kk2M2JbxTbK7ncPdrGDqtezm2D0jVO6+SXb3c7ibFUy9ug4AjXC2zEArxpV793K4mxVMo5oq997h2zK969syPte9WznczQqmXst67qXK1GG36XNbpus53M0KplHNwr2n0knl7nDvVg53s4Jp1LO2TKl3pMo967m7cu9eDnezgmnWBsK9k1Mh3XPvVg53s4Jp1asAVEao3H0qZPdzuJsVTLOe9dzLfaMfUHXPvXs53M0KJsZQuVfrDvdu5XA3K5hWOqDaO2Llnj7E1HS4dyuHu1nBRAr3St/olx+o1n1AtVs53M2KppG1ZXqnvGbYTdov+WvdyeFuVjAxEO6dHFB1z71rOdzNiqZZpR4lSuXhb+cgid6Sb7XXzRzuZgWjRpUalVG36yv3+Dz3LuZwNysYNavUNHq4ZzfJ9gHVbuVwNysYNavUXbnnnsPdrGB6mlXqHVfuDvduNWq4S7pE0rOSHmhbNl3SjZIeTV93TMsl6QJJKyTdJ+mgiRy8mY1dT6tGXb2jbtdXLrly72KdVO6XAscMWnY2cFNEzAduSvMAxwLz02MR8M3xGaaZjZeeZo1GJ+Fecc+9m40a7hFxG/DcoMXHA5el6cuAE9qWfzsydwDTJO08XoM1sy1XanUW7j4Vsrttbs99VkSsTtNPA7PS9GzgqbbtVqZlm5C0SNIyScvWrFmzmcMws7EqtWo0ezqr3N2W6V5bfEA1IgKIzXje4ohYEBELZs6cuaXDMLMOlaOzcHfl3t02N9yfGWi3pK/PpuWrgF3btpuTlpnZVqLcaeXuA6pdbXPD/Vrg1DR9KrCkbfkp6ayZhcCLbe0bM9sKVKJGq+QDqnk3/MUlEklXAEcAO0laCXwW+BJwlaTTgSeBE9Pm1wPHASuAdcAHJ2DMZrYFylGn1TP8/VMH9A6JNq0AAAZcSURBVJbcc+9mo4Z7RLx/mFVHDbFtAGds6aDMbOJUqNMqjx7uWeXucO9W/oSqWcH0Uic6OqBacrh3MYe7WcH0Ro3osHJ3W6Z7OdzNCiRaLaaojkod9tybLVqtMZ/pbFsBh7tZgdTrtWyiPPz9Uwf0VXyrvW7mcDcrkGr/umyik7ZMuZQ9x62ZruRwNyuQevUVAFTpoC0zcJNsh3tXcribFUhtINw7acsM3CTbH2TqSg53swIZqNx7OqjcN4S7K/du5HA3K5BGrR+AnkrnlbvbMt3J4W5WII31lfvo4d7ryr2rOdzNCqSZKvdSbyeVe3a2jCv37uRwNyuQRi2r3Eu9U0fd1gdUu5vD3axAmvUqAOUOKnefCtndHO5mBdKqZ5V7uaPK3R9i6mYOd7MCGei5l3s7/xCT2zLdyeFuViCtRtaWqfR13nN3W6Y7OdzNCiTqWeU+lnB3W6Y7OdzNCiTWV+6vGXVbH1Dtbg53swIZqNz7pviAat453M2KpJldz723g1MhKyUBUK37gGo3mpBwl3SMpEckrZB09kS8h5lthkY/tSjTUyqNuqkk+so9VH2zjq407uEuqQR8HTgW2Bt4v6S9x/t9zGzs1KhSo9Lx9r3lHqp1h3s3Kk/Aa74VWBERjwNIuhI4HnhovN9o6Q/OZ+YD/2e8X9Yst/ZqPUddnYd7X7nED361kl+s+N0EjqrY/vqo+fzZ/ruM++tORLjPBp5qm18JHDx4I0mLgEUAu+2222a9UXnbGTz3mnmb9VyzInqOedR2fgsLO9z+40e8gWVPPjehYyq6HaZ2/st2LBQxvnc2l/Qe4JiI+HCaPxk4OCLOHO45CxYsiGXLlo3rOMzM8k7S3RGxYKh1E3FAdRWwa9v8nLTMzMxeJRMR7kuB+ZLmSeoF3gdcOwHvY2Zmwxj3nntENCSdCfwEKAGXRMSD4/0+ZmY2vIk4oEpEXA9cPxGvbWZmo/MnVM3McsjhbmaWQw53M7MccribmeXQuH+IabMGIa0BntzMp+8EFOWz0UXZ16LsJxRnX4uyn/Dq7uvuETFzqBVbRbhvCUnLhvuEVt4UZV+Lsp9QnH0tyn7C1rOvbsuYmeWQw93MLIfyEO6LJ3sAr6Ki7GtR9hOKs69F2U/YSva163vuZma2qTxU7mZmNojD3cwsh7o63PN8I25Jl0h6VtIDbcumS7pR0qPp646TOcbxIGlXSbdIekjSg5LOSstzta+Spki6S9Kv037+Q1o+T9Kd6Wf4u+ky2bkgqSTpHknXpfnc7aukJyTdL+leScvSsq3iZ7drw70AN+K+FDhm0LKzgZsiYj5wU5rvdg3gUxGxN7AQOCP9O+ZtX6vAkRGxP3AAcIykhcCXgfMi4o3A88DpkzjG8XYWsLxtPq/7+vaIOKDt3Pat4me3a8OdthtxR0QNGLgRdy5ExG3A4JtXHg9clqYvA054VQc1ASJidUT8Kk3/niwMZpOzfY3My2m2kh4BHAlcnZZ3/X4OkDQHeCfwrTQvcrqvQ9gqfna7OdyHuhH37Ekay6tlVkSsTtNPA7MmczDjTdJc4EDgTnK4r6lNcS/wLHAj8BjwQkQ00iZ5+hn+GvA3QCvNzyCf+xrAv0m6W9KitGyr+NmdkJt12MSLiJCUm/NYJW0LfB/4RES8lBV6mbzsa0Q0gQMkTQOuAfac5CFNCEl/CjwbEXdLOmKyxzPB3hYRqyS9FrhR0sPtKyfzZ7ebK/ci3oj7GUk7A6Svz07yeMaFpApZsF8eET9Ii3O5rwAR8QJwC3AIME3SQJGVl5/hQ4F3SXqCrF16JHA+OdzXiFiVvj5L9gv7rWwlP7vdHO5FvBH3tcCpafpUYMkkjmVcpF7sxcDyiPhq26pc7aukmaliR9JU4B1kxxduAd6TNuv6/QSIiM9ExJyImEv2//LmiDiJnO2rpG0kbTcwDfwJ8ABbyc9uV39CVdJxZL29gRtxf3GShzRuJF0BHEF2+dBngM8CPwSuAnYju0TyiREx+KBrV5H0NuB24H429Gf/lqzvnpt9lbQf2cG1EllRdVVEfF7S68mq2+nAPcB/iYjq5I10fKW2zH+LiD/N276m/bkmzZaB70TEFyXNYCv42e3qcDczs6F1c1vGzMyG4XA3M8shh7uZWQ453M3McsjhbmaWQw53M7MccribmeXQ/welpu+/6JwHUwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ulKyCaFrgnfkWigF3ABvd/T8TFj0CXB5evxxYnvzy4rNq1SpWrFjBG2+8wfXXX8/WrVvp378/48aN43e/+x0QjJ/51lvBSNPz5s1j2bJlACxdujS2ukWk92ioCgI8tzD5gzlA574HPg+4DDjLzN4ML+cD1wGfM7PNwDnhdJ9QV1fHd77zHe68805GjBjBDTfcwDe/+U3cnaVLl3LHHXcwc+ZMpk2bxvLlwevWzTffzK233sqMGTPYuXNnzEcgIr3BR8OpRdOFYu491y1dWlrqa9as+di8jRs3MmXKlB6roTdIx2MWSUev3f9zZm/4KWWL3qZkxJgub8fM1rp7aev5OhNTRCQi3jIeZgTDqYECXEQkMl5fSbMbBRF1ofSKAO/Jbpy4pdOxiqQ7q6+kmjwsI5qojT3A8/LyKC8vT4tgc3fKy8vJy4tidDwR6W0y6oPxMKMS+5iYo0aNYseOHezfvz/uUnpEXl6efnNFJE0Ew6n14QDPzs5m3LhxcZchIpJ0WY3V1EU0nBr0gi4UEZG+KrspuvEwQQEuIhKZ3KZq6iMaTg0U4CIikcnzGpqy1AIXEUk5+V5DU0TDqYECXEQkMgVeg0c0oDEowEVEItFQX0euNeARjcYDCnARkUhUVwSj8VhE42GCAlxEJBLV4XBqGWqBi4ikltpwOLXMfAW4iEhKqQtH44lqPExQgIuIRKKhOmiB5xQowEVEUkpDTUuARzOYAyjARUQi0VjTMh6mAlxEJKU01wYt8Px+6kIREUkpXhe0wAuKBka2DwW4iEgU6qqo90xyc6Mb0EEBLiISgYyGYDi1qMbDBAW4iEgkMhoqqSG61jcowEVEIpHVUEVthKPxgAJcRCQS2U1VkY6HCQpwEZFI5DRVUx/haDygABcRiURucw2NmdEN5gAKcBGRSOQ1V9MU4Wg8oAAXEYlEPjU0K8BFRFKLNzdT6DU050Q3Gg8owEVEkq62popMc1CAi4iklqpwPMyMvOhG4wEFuIhI0tVWBqPxRDkeJijARUSSrjYcTi0zwuHUQAEuIpJ09eFwatlxB7iZ3Wlm+8xsXcK8a81sp5m9GV7Oj7RKEZEU0lATtMBzCuLvQrkLOLeN+Te6+6nh5bHkliUikroaemA4NYCsjlZw9+fNbGykVYiIpLj1Lz9G1erfAtCv8kMAcvvFHODHcIWZLQDWAD9094NtrWRmi4BFAKNHj+7G7kREeq/cZ65mfON2Kiz47vemrEmMGzoq0n129UPMXwETgFOB3cAN7a3o7ovdvdTdS4cMGdLF3YmI9F4fvvs6JzV9wFuTrmTotVsZeu1WJl29ipzcvEj326UAd/e97t7k7s3AfwOfTW5ZIiKpY9cLd9PkxklnLejR/XYpwM3shITJLwPr2ltXRKQv8+Zmxuz6I+vzP0XJ8J7tJu6wD9zM7gXOAErMbAdwDXCGmZ0KOLAN+LsIaxQR6bU2rX6ayb6PnVO+3+P77sy3UC5pY/YdEdQiIpJyDq9aSo3nMOXMtqIyWjoTU0Ski+rrajm5/Bk29D+Nfv0H9fj+FeAiIl204YWHGUQFmadeHMv+FeAiIl3U9NZ9HKSIafO/HMv+FeAiIl00tuJ13h8wj+yc3Fj2rwAXEemCsj3bGcxhmoZNj60GBbiISBfsfu91APqNnhlbDQpwEZEuqNr+JgAjTv50bDUowEVEuiBz/0bKGEjx0JGx1aAAFxHpgkEV77Erb0KsNSjARUSOU2NDPSc2/pnqgZNjrUMBLiJynHZu2UCuNZA5fFqsdSjARUSOU9kHawEoHj8r1joU4CIix6l+5zs0egajTj411joU4CIixynv4CZ2ZI4kN68g1joU4CIix2lYzfuUF06MuwwFuIjI8ag4fIARvo/6kilxl6IAFxE5Hjs3BR9g5o86JeZKFOAiIsfl8LbgFPrhE+M7hb6FAlxE5HjsXccRChg2Kt6zMEEBLiJyXPof2czO7HFYRvzx2eGgxiIi6ezwwTI2LflHMptqAJhav5m3h3wh5qoCCnARkWPYuOI25hx6jO02Ajdjb+YwCmdeGHdZgAJcROSYircs54PM8Uz48Rtxl/IJ8XfiiIj0Uts3v8XJje+xf9yX4i6lTQpwEZF27Hj+bprdGH/mwrhLaZMCXESkDd7czIk7HmVD3kyGjhwXdzltUoCLiLThvdefZZTvoWbSRXGX0i4FuIhIGw69tpQ6z2bSWd+Iu5R2KcBFRFppqK9j4v4nWV80l/4DB8ddTrsU4CIirWx46RGKOYKdcnHcpRyTAlxEpJWGN5ZxhEKmnt57+79BAS4i8jFVFYeYevgFNhafHfuIOx1RgIuIJNi4chkFVkfRZ/427lI6pAAXEUmQveEB9lDC5M9+Pu5SOqQAFxEJle/dwbSatWwdcT4ZmZlxl9MhBbiISOj9lf+PLGtm+GkL4i6lUzoMcDO708z2mdm6hHnFZvaUmW0O/w6KtkwRkegNfP/3bMkYy7ipn4m7lE7pTAv8LuDcVvN+BDzj7hOBZ8JpEZGUtXPLeiY1vsu+sb3zlwfb0uHvgbv782Y2ttXsC4AzwutLgGeBq5JYl4hI5F699/+Qu/1FAIrq9tDsxtgzL4+5qs7r6oAOw9x9d3h9DzCsvRXNbBGwCGD06NFd3J2ISPKN3/Tf5FDPgYwSAFYN/QpzTjwp5qo6r9sj8ri7m5kfY/liYDFAaWlpu+uJiPSk5qYmBvlh1oz8BnMX3QLA+JhrOl5d/RbKXjM7ASD8uy95JYmIRO/Iwf1kWxPWb0jcpXRZVwP8EaClo+hyYHlyyhER6RmH9+8EIKt/uz3AvV5nvkZ4L/AKMMnMdpjZt4DrgM+Z2WbgnHBaRCRlVBzYBUDewOExV9J1nfkWyiXtLDo7ybWIiPSYukN7Aeg3eETMlXSdzsQUkbTUcCQI8AElI2OupOsU4CKSlrxyH42ewYDioXGX0mUKcBFJS5nV+zlk/VPiR6vaowAXkbSUU1vO4czU/hknBbiIpKWChgNUZRfHXUa3KMBFJC0VNR6kLrf3jjjfGQpwEUk73tzMID9EU37qnoUJCnARSUOVFYfIswYoLIm7lG5RgItI2jkUnkafWZS6p9GDAlxE0lBVefBr2LkpfBo9KMBFJA3VHAoCvLD4hJgr6R4FuIiknfrDqX8aPSjARSQNNVcEQxgMKFEXiohISsmo3s9BisjOyY27lG5RgItI2smuLedwxsC4y+g2BbiIpJ38+nKqslL7NHpQgItIGipqPEhtip9GDwpwEUlDA5sP0ZCnABcRSSm11ZX0sxooTN2BHFoowEUkrRwMT6PPKFKAi4iklIrwNPqcFD+NHhTgIpJmqg8EAV4wKLVPowcFuIikmfrDewAoGqwWuIhISmmqCH4HZdDQUTFX0n0KcBFJK1ZVRoXnk5dfGHcp3aYAF5G0kl1bxqGM1B6NvoUCXETSSl5dOZVZCnARkZTTr/EgNTmp/zsooAAXkTQzoPlgnziNHiAr7gJERLrqlV9/n/771hzXbaZRSXMfOI0e1AIXkRS1b+dWZm//Df0byjC805d1uadS8qkvxV1+UqgFLiIpacvKJQw1h0vvZ+pJM+IuJxZqgYtIShqydTnvZZ3MiWka3qAAF5EU9OHGtUxo2sKBCRfGXUqsFOAiknJ2vXg3jZ7BSWcuiLuUWCnARSSlNDc1MWbXY2zI/xQlw0+Mu5xYdetDTDPbBlQATUCju5cmoygRkfZsWvM0U3wfu6b+IO5SYpeMb6Gc6e5lSdiOiEiHjqy6h2rPZcqZl8RdSuz0NUIR6TF1tdWs/6+vk1dX3uVtzKjfzIb+p1FaNDCJlaWm7vaBO/Ckma01s0VtrWBmi8xsjZmt2b9/fzd3JyKpbMNzv+NTlc+R6Q24ZXbp8kHeNAaeo+4T6H4L/DR332lmQ4GnzOxdd38+cQV3XwwsBigtLfVu7k9EUtnb91PGQCZc9SJZ2TlxV5PyutUCd/ed4d99wMPAZ5NRlIj0PYcP7Gda5au8P/SvFN5J0uUAN7NCMytquQ58HliXrMJEpG/ZtPK35Fgjg+d+I+5S+ozudKEMAx42s5bt3OPujyelKhHpcwo3PcR2G8FJM0+Lu5Q+o8sB7u5bgJlJrEVE+qg9299nWv3bvDL6u5yYofMHk0X3pIhEbtvKJQCMPiO9T31PNgW4iERu6LZH2JQ1mZHjp8VdSp+iABeRSG3bsJrxzds4eNKX4y6lz1GAi0ikat55BIAhs78WcyV9jwJcRCJVvOtZ3mweT/HQUXGX0ucowEUkOlXlDD38Ds/7LAbkZ8ddTZ+jABeR6HzwDIbzeu5nyciwuKvpcxTgIhKd957gcMZAyoqmxF1Jn6QAF5FoNDXC+0+zJvvTFBflx11Nn6QAF5Fo7FgNtYf4U9MsSvrpx6uioAAXkWhsfhK3TB6vmcKQfrlxV9MnKcBFJBqbn6Rp1GzKm/IpUYBHQgEuIsl3eAfsXcfhUWcBUFKkLpQoKMBFJPk2PwXAriHzAdQCj4gCXESSb/OTMGA027NGAzC4UAEeBQW4iCRXQy1seRZO/jxlVfWAulCiogAXkeT68CVoqIaJn6esog4zKC5QgEdBAS4iybX5ScjKg7Hz2V9ZT3FBDlmZipoo6F4VkeRxh/eegHGnQ04B5ZV1+gAzQgpwEUme8g/g4FaY+HkAyirrGKyzMCOjABeR5Nn8RPD3aIDXqwUeIQW4iCTPe0/AkMkwaAwQtMAV4NFRgItIctRVwIcvw8TPAVBd30h1fZO+QhghBbiIJMeWZ6G5ASb+FQDlleF3wNUCj4wCXESSY+OjkNsfRs8BYH9lHYB+iTBCCnAR6b7tq+Ht+2DmJZAZjH1ZVhEEuL6FEh0FuIh0T2M9PPKP0H8EnHX10dll6kKJXFbcBYhIinvxRti/ES65D/L6H51dVqkWeNTUAheRrtv3Ljz/C5j+NzDp3I8tKq+so39eFrlZmTEV1/epBS6Sory5mbU3fZXBle/HVsMgP0hBVgE55/7sE8vKKuspKVL3SZQU4CIp6v23X6L0yNO8mz2VmpziWGrYVjOcR7P+musLS7BWy/ZX1lGi3wGPlAJcJEWVv/JbxngmJ3z39wwYPCyWGu5d9WcefOgdFu48woxRAz62rKyyjsnDi2KpK12oD1wkBTU1NjJh7xOsL5wdW3gDnD/9BHIyM/j9mzs/saysQqfRR00BLpKCNrz8R4ZwEJ/xtVjrGFCQzRmThvDIW7toavaj8+sbmzlS26gAj5gCXCQF1b5+LxWez9Qz4g1wgAtnjWR/RR0vf1B2dF55VfAVQgV4tBTgIimmtrqSKQefZeOgM8nLL4y7HM6aPJSi3Cx+/8auo/PKKlpO4tF3wKPUrQA3s3PNbJOZvW9mP0pWUSLSvvXP3kc/q6Gg9JK4SwEgLzuT82YM5/F1u6mpbwIST+JRCzxKXQ5wM8sEbgXOA6YCl5jZ1GQVJiJty1j3APsoZsqc8+Mu5agLTx1JVX0TT2/cC+iHrHpKd75G+FngfXffAmBmy4ALgA3JKCzRK7+5ihO2/zHZmxVJSTOadrJm+MUMzeo93wKePX4ww/rn8uPl67jlmc0crG4A0G+BR6w7z4CRwPaE6R3A7NYrmdkiYBHA6NGju7SjzP7DOVAwrku3FelryjImMeb878ddxsdkZhj/+wvT+OM7H/WDTxjSj4Kc3vMi0xeZu3e8Vls3NPsKcK67fzucvgyY7e5XtHeb0tJSX7NmTZf2JyKSrsxsrbuXtp7fnQ8xdwInJkyPCueJiEgP6E6ArwYmmtk4M8sBvg48kpyyRESkI13uoHL3RjO7AngCyATudPf1SatMRESOqVufMLj7Y8BjSapFRESOg87EFBFJUQpwEZEUpQAXEUlRCnARkRTV5RN5urQzs/3Ah128eQlQ1uFafZeOX8ev409fY9x9SOuZPRrg3WFma9o6Eyld6Ph1/Dr+9D3+9qgLRUQkRSnARURSVCoF+OK4C4iZjj+96fjlE1KmD1xERD4ulVrgIiKSQAEuIpKiUiLA023wZDM70cxWmtkGM1tvZleG84vN7Ckz2xz+HRR3rVEys0wze8PMHg2nx5nZa+Hz4L7wZ4z7JDMbaGYPmNm7ZrbRzOam0+NvZt8PnxLSzBgAAAKaSURBVPvrzOxeM8tLp8e/s3p9gKfp4MmNwA/dfSowB/iH8Jh/BDzj7hOBZ8LpvuxKYGPC9M+AG939JOAg8K1YquoZNwOPu/tkYCbB/ZAWj7+ZjQT+J1Dq7tMJfq7666TX498pvT7ASRg82d3rgZbBk/ssd9/t7q+H1ysI/nlHEhz3knC1JcCF8VQYPTMbBfw18Otw2oCzgAfCVfrs8ZvZAOB04A4Ad69390Ok0eNP8FPX+WaWBRQAu0mTx/94pEKAtzV48siYaulxZjYWmAW8Bgxz993hoj3AsJjK6gk3Af8CNIfTg4FD7t4YTvfl58E4YD/wm7AL6ddmVkiaPP7uvhO4HvgzQXAfBtaSPo9/p6VCgKctM+sHPAj8k7sfSVzmwfc/++R3QM3sC8A+d18bdy0xyQI+BfzK3WcBVbTqLunjj/8ggncb44ARQCFwbqxF9VKpEOBpOXiymWUThPdSd38onL3XzE4Il58A7IurvojNA75kZtsIuszOIugTHhi+pYa+/TzYAexw99fC6QcIAj1dHv9zgK3uvt/dG4CHCJ4T6fL4d1oqBHjaDZ4c9vfeAWx09/9MWPQIcHl4/XJgeU/X1hPc/V/dfZS7jyV4vP/k7pcCK4GvhKv15ePfA2w3s0nhrLOBDaTJ40/QdTLHzArC/4WW40+Lx/94pMSZmGZ2PkGfaMvgyT+NuaRImdlpwAvAO3zUB/xvBP3g9wOjCX6W92vufiCWInuImZ0B/LO7f8HMxhO0yIuBN4BvuHtdnPVFxcxOJfgANwfYAvwPggZXWjz+ZvbvwMUE38h6A/g2QZ93Wjz+nZUSAS4iIp+UCl0oIiLSBgW4iEiKUoCLiKQoBbiISIpSgIuIpCgFuIhIilKAi4ikqP8PQ5uD8d+FqmQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tsWbuWCqLiKxW1dTS5XYmYYwxtWjP9i0E51xFp2A+my96kQEXf7VXPSY6iluHd/Upuq+zJGGMMbVk+6aVtHjjemIpYueVr9F/yKV+h1QuSxLGGFMLgrtW03bB1RynEUdvWEyvc7/Ws1Mn2XMhjDGmpu38hMDsb3Mg0IQNl80nuZ4kCLAkYYwxNSvrn+ifr2ZPIJ7/af00o4bXnwQBliSMMabmbF4Ec6/jYONOXHPip0y8fCRRUfXrdnZLErXk2Wef5dxzz6V169ZMnjy5WtbZvHnt3R5njDlD6bNg/gQC7ftzzYn/oUe3FL55dt18AOnp2IXrWvLcc8/xzjvvkJSU5HcoxpgapMEgWQt/QfdN09iTeAF/aPkzsrbl8cyYXvXyR7F2JlEL7r77brKyshg7dixTp07l/vvvB2DcuHHMmTMHgBdffJFbbrkFgG3btjFmzBgGDx7MBRdcwJYtWwDvmU8jRozgvPPO46c//ak/O2OMCevQgTzWTfk23TdNY2HgG1y46y5eXZvH2L7tGdSltd/hVUrknUksfRRyNlbvOtufB2PDdyG98MILvP3227z//vu89dZb/ymfMWMGI0eOJCUlhSlTprBihTde06RJk3jhhRfo2bMnK1eu5N577+W9997jgQce4J577mH8+PFMnz69evfBGFMlmev/TZO/3kHfYB4rev6Q86/8MR8gBFVp1zLO7/AqLfKSRB3Srl07nnjiCS6++GL+8pe/kJCQwNGjR/n444+57rovf4V56tQpAD766CMWLlwIwK233sojjzziS9zGmK/64vN1dH7zKg5KS7Zd8TrDh37L75CqTeQlidN84/fDxo0badOmDXv27AEgGAwSHx//n8GHSquPfZrGNHR7Vi+hixRRPP5v9Orm33AENcGuSfho1apVLF26lLVr1/LMM8+wfft2WrZsSUpKCm+88QbgjYe9fv16AEaOHMm8efMAmDt3rm9xG2O+KmbvGvKIp2Nyw3uopiUJn5w6dYq77rqLWbNm0bFjR6ZMmcIdd9yBqjJ37lxmzpxJ//796dOnD4sWeYP1TZs2jenTp3Peeeexe/fucrZgjKktZx3dzK6mvZGohndILfdR4SIyC7gS2K+qfUvV/Qh4BkhU1Tzx+kKmAZcDx4HbVHWNazsBKLkl50lVne3KBwMvA03wBiV6wA1rmgC8DiQDO4DrVfVAeTtkjwr3ROI+G+OHQwfyaDWtO590vZsRtz/ldziVFu5R4RVJey8DY8pYYWfgMuCLkOKxeONa9wQmAc+7tgl4w54OwxuF7nERKbkf7HngrpDlSrb1KPCuqvYE3nXzxhhTp+z69CMAmncb5nMkNaPcJKGqH+CNMV3aVOBhIPRUZBwwRz0rgHgR6QCMBparaoE7G1gOjHF1LVV1hRsjew5wVci6Zrvp2SHlxhhTZxzJWgVAl74jy2lZP1WqA01ExgG7VXV9qapOwK6Q+WxXdrry7DLKAdqp6l43nQO0O008k0QkXUTSc3Nzy2zT0EbgO51I2ldj/Ba3fx3Z0oFWbcIeouq1M04SItIU+Anw8+oPp2zuLCPskU9VZ6hqqqqmJiZ+/dkocXFx5OfnR8TBU1XJz88nLq7+/njHmPqk47EMcpr39juMGlOZ30l0B1KA9e6e/SRgjYgMBXYDnUPaJrmy3cBFpcr/6cqTymgPsE9EOqjqXtcttb8SsXorTUoiOzubcGcZDU1cXJw9I8qYWpC3ZyftyGd7h4F+h1JjzjhJqOpG4KySeRHZAaS6u5sWA/eLyDy8i9SH3EF+GfCbkIvVlwGPqWqBiBwWkeHASmA88H+uzWJgAjDZ/buoUnsIxMbGkpKSUtnFjTGmTNmbPqItEN9juN+h1Jhyu5tE5DXgE+AcEckWkYmnab4EyAIygT8C9wKoagHwKyDNvZ5wZbg2L7lltgFLXflk4FsishW41M0bY0ydcWLHKoo1iq59Gm6SKPdMQlVvKqc+OWRagfvCtJsFzCqjPB3oW0Z5PjCqvPiMMcYvzfI3sDMmme7NWvgdSo1peD8PNMaYWqDBIF1PbiG/VcN6VlNpliSMMaYSdmdtphXHoNNgv0OpUZYkjDGmEvZ++i8A2pw9wudIapYlCWOMOUN5e3bSdd0z7JZ2dO01yO9wapQlCWOMOQOnTh4nf9b1NNdjFF77CjGxjfwOqUZZkjDGmArSYJD1L0zknOItbBnxW1L6NMyH+oWyJGGMMRW0asEUhh5cwoqkiQwac5vf4dQKSxLGGFMBhw7k0WvzVDY2HsjQ25/2O5xaY0nCGGMqYPOCX9GKYzS94jdERUf7HU6tsSRhjDHlyMvZRf/s11jd4hK69zvf73BqlSUJY4wpx7aFv6ARRZw17gm/Q6l1liSMMeY09u78jIH7/8KaNlfQucd5fodT6yxJGGPMaWS/+XOUKLpe/Uu/Q/GFJQljjAlj/XvzGXLobdZ0vIl2Sd39DscXliSMMaYM+fuySfrgIbZHJTNwfOQOZ1ORQYdmich+Efk0pOxpEdkiIhtE5C8iEh9S95iIZIrIZyIyOqR8jCvLFJFHQ8pTRGSlK39dRBq58sZuPtPVJ1fXThtjzOloMEj2y3fQXI/DtS8R16SZ3yH5piJnEi8DY0qVLQf6qmo/4HPgMQAR6Q3cCPRxyzwnItEiEg1MB8YCvYGbXFuAp4CpqtoDOACUjHw3ETjgyqe6dsYYU+NWvfFb+p9YydpePySl9xC/w/FVuUlCVT8ACkqV/UNVi93sCiDJTY8D5qnqKVXdjjck6VD3ylTVLFUtBOYB40REgEuABW752cBVIeua7aYXAKNce2OMqTHHjx6i3+YpbIgbwrAbHi1/gQauOq5J3MGX41J3AnaF1GW7snDlbYCDIQmnpPwr63L1h1z7rxGRSSKSLiLpubm5Vd4hY0zkyt29nSZSSGGf65Aou2xbpXdARP4HKAbmVk84laOqM1Q1VVVTExMT/QzFGFPPHcnzvs/GJXT0OZK6IaayC4rIbcCVwChVVVe8G+gc0izJlRGmPB+IF5EYd7YQ2r5kXdkiEgO0cu2NMabGnCzYA0CLtp3LaRkZKnUmISJjgIeB76jq8ZCqxcCN7s6kFKAnsApIA3q6O5ka4V3cXuySy/vAtW75CcCikHVNcNPXAu+FJCNjjKkRxYf2AtC6nSUJqMCZhIi8BlwEtBWRbOBxvLuZGgPL3bXkFap6t6puEpH5wGa8bqj7VDXg1nM/sAyIBmap6ia3iUeAeSLyJLAWmOnKZwKviEgm3oXzG6thf40x5vSO5HBSY2nRsrXfkdQJ5SYJVb2pjOKZZZSVtP818OsyypcAS8ooz8K7+6l0+UnguvLiM8aY6hRzIpeCqAQ62kVrwH5xbYwxX9HkZC6HY8q8kTIiWZIwxpgQzYvzOd6ord9h1BmWJIwxJkTrYAFFTexW+hKWJIwxxjl5/CgtOY42b+93KHWGJQljjHEK9mUDENXKkkQJSxLGGOMczvV+bd04voPPkdQdliSMMcY5XuA98KF5m07ltIwcliSMMcYpOuj92rrVWfZr6xKWJIwxxgkeyaFYo0hItIf7lbAkYYwxTvSx/RRIPFHR0X6HUmdYkjDGGCfuZC6HohP8DqNOsSRhjDFOs6J8jtmvrb/CkoQxxjitAgUUxlmSCGVJwhhjgOKiQhL0EMFm7fwOpU6xJGGMMcCB3D1EiSIt7dfWoSxJGGMMcHC/92vrRvF2+2uocpOEiMwSkf0i8mlIWYKILBeRre7f1q5cRORZEckUkQ0iMihkmQmu/VYRmRBSPlhENrplnhU31F24bRhjTE04lu/92rppgiWJUBU5k3gZGFOq7FHgXVXtCbzr5gHG4o1r3ROYBDwP3gEfb9jTYXij0D0ectB/HrgrZLkx5WzDGGOqXeGBPYD92rq0cpOEqn6AN8Z0qHHAbDc9G7gqpHyOelYA8SLSARgNLFfVAlU9ACwHxri6lqq6QlUVmFNqXWVtwxhjql3gcA4Arc+y5zaFquw1iXaqutdN5wAltwN0AnaFtMt2Zacrzy6j/HTb+BoRmSQi6SKSnpubW4ndMcZEuqhj+zhIcxrHNfU7lDqlyheu3RmAVkMsld6Gqs5Q1VRVTU1MtBGljDFnrtGJXA5G2a+tS6tsktjnuopw/+535buB0A69JFd2uvKkMspPtw1jjKl2TQvzOBLbxu8w6pzKJonFQMkdShOARSHl491dTsOBQ67LaBlwmYi0dhesLwOWubrDIjLc3dU0vtS6ytqGMcZUu1bFBZyMs56I0mLKayAirwEXAW1FJBvvLqXJwHwRmQjsBK53zZcAlwOZwHHgdgBVLRCRXwFprt0TqlpyMfxevDuomgBL3YvTbMMYY6qVBoMk6AG2Nz3L71DqnHKThKreFKZqVBltFbgvzHpmAbPKKE8H+pZRnl/WNowxprodKthPvBQjLezX1qXZL66NMRHvgPu1dWwrG9u6NEsSxpiIt3/DOwA0bWs/pCvNkoQxJqJt/mQpAzOeZmPjgfQcdLHf4dQ5liSMMRFrd1YGHZbdRU50e7rcvYCY2EZ+h1TnWJIwxkSkwwfzKfrzdUQRJOrm+bRqbYMNlcWShDEmIm15+X46Bfaw61svktTjazdYGseShDEm4mxJe4ehB5eQ3vEW+o78tt/h1GmWJIwxESVQXEzs2z9mH23od/Ov/A6nzrMkYYyJKOkLn6F7IIvdw35GsxbxfodT51mSMMZEjPx92ZybMY2NjQcycPSE8hcwliSMMZEj67WHiNNTtLz690iUHf4qwt4lY0xEyFi5jCEHl7K60y10PWeA3+HUG5YkjDENXlHhKeKW/ZgcEul/85N+h1OvWJIwxjR4q9+YTEpwJ3vP/wVNm7fyO5x6xZKEMaZB25e9jfM+f471TYYx4NKb/Q6n3qlSkhCRH4jIJhH5VEReE5E4EUkRkZUikikir4tII9e2sZvPdPXJIet5zJV/JiKjQ8rHuLJMEXm0KrEaYyLT7nkPEk2AttdNs4vVlVDpd0xEOgHfB1JVtS8QDdwIPAVMVdUewAFgoltkInDAlU917RCR3m65PsAY4DkRiRaRaGA6MBboDdzk2hpjTIWsWfonBh39gLUpd9Kp27l+h1MvVTWtxgBNRCQGaArsBS4BFrj62cBVbnqcm8fVj3LjWo8D5qnqKVXdjjf06VD3ylTVLFUtBOa5tsYYU678fdmkrPw5W6N7kHrzL/0Op96qdJJQ1d3AM8AXeMnhELAaOKiqxa5ZNtDJTXcCdrlli137NqHlpZYJV26MMaelwSA759xDMz1OzDUvENuosd8h1VtV6W5qjffNPgXoCDTD6y6qdSIySUTSRSQ9NzfXjxCMMXXImqWzGHTsA1Z3u5uU3kP8Dqdeq0p306XAdlXNVdUi4E1gJBDvup8AkoDdbno30BnA1bcC8kPLSy0TrvxrVHWGqqaqampiYmIVdskYU9/l5XxBt7Rf8HnM2Qy5+XG/w6n3qpIkvgCGi0hTd21hFLAZeB+41rWZACxy04vdPK7+PVVVV36ju/spBegJrALSgJ7ubqlGeBe3F1chXmNMA6fBILtn30kTPUnj6/5oI81Vg5jym5RNVVeKyAJgDVAMrAVmAH8H5onIk65spltkJvCKiGQCBXgHfVR1k4jMx0swxcB9qhoAEJH7gWV4d07NUtVNlY3XGNPwpf1lGkNPrGRFr4cZbo/eqBbifZlvOFJTUzU9Pd3vMIwxtWx3Vgbxsy9ie1wvej/8HlHR0X6HVK+IyGpVTS1dbr8sMcbUe4HiYg6/NpGARNH2uzMtQVQjSxLGmHovbd6TnFu0ic8H/Zz2nXv4HU6DYknCGFOvffH5OgZs/QNrm45k8JX/7Xc4DY4lCWNMvRUoLub4/Ls5KY3pPP4FezZTDbB31BhTb6XNe5JexRlkDv45bdt38TucBsmShDGmXtq+Oe3LbqYr7vI7nAbLkoQxpl7RYJC0v07nrNev5Lg0sW6mGlbpH9MZY0xtO3wwn89n3sWQI++yufF5JNz6Mu2tm6lGWZIwxtQLwUCA7OnfYUDhZj5JuYeh332S6Bg7hNU0e4eNMfXC6kV/YEjRp6zq90tGXPOg3+FEDOvIM8bUeQfzcuix4WkyYrz6zBMAABK7SURBVHuTetX3/A4noliSMMbUeZ+/+hAt9BhxV/3eHrlRyyxJGGPqtC1p7zC04G+kt7+BlD7D/A4n4liSMMbUWcFAgJi3H2Y/CZz33cl+hxORLEkYY+qs9e/8mR6BbXwx6GGatYj3O5yIZEnCGFMnBQMBWq38HbukIwMvt19U+6VKSUJE4kVkgYhsEZEMERkhIgkislxEtrp/W7u2IiLPikimiGwQkUEh65ng2m8VkQkh5YNFZKNb5lk3TKoxJgKse+dVugV3sG/g9+33ED6q6pnENOBtVe0F9AcygEeBd1W1J/CumwcYizd+dU9gEvA8gIgkAI8Dw4ChwOMlicW1uStkuTFVjNcYUw8EAwFarZrCLunIgLET/Q4nolU6SYhIK+BC3BjWqlqoqgeBccBs12w2cJWbHgfMUc8KIF5EOgCjgeWqWqCqB4DlwBhX11JVV6g3xuqckHUZYxqw9e++RvfAdnIGfI+Y2EZ+hxPRqnImkQLkAn8SkbUi8pKINAPaqepe1yYHaOemOwG7QpbPdmWnK88uo/xrRGSSiKSLSHpubm4VdskY47eiwlO0XDmFbOnAwMvv9DuciFeVJBEDDAKeV9WBwDG+7FoCwJ0BaBW2USGqOkNVU1U1NTExsaY3Z4ypIQdy9/L5M5fSPZBFTuqP7CyiDqhKksgGslV1pZtfgJc09rmuIty/+139bqBzyPJJrux05UlllBtjGqBtGz7m5PQL6HEqg/RBk0m1MSLqhEonCVXNAXaJyDmuaBSwGVgMlNyhNAFY5KYXA+PdXU7DgUOuW2oZcJmItHYXrC8Dlrm6wyIy3N3VND5kXcaYBmTr2g/osPAqogmwc9xCUr9zj98hGaeq95V9D5grIo2ALOB2vMQzX0QmAjuB613bJcDlQCZw3LVFVQtE5FdAmmv3hKoWuOl7gZeBJsBS9zLGNCAaDFK09CeckDii7v4XZ9v4EHVKlZKEqq4DUsuoGlVGWwXuC7OeWcCsMsrTgb5VidEYU7dt+OcC+hduZOW5jzHMEkSdY7+4Nsb4JhgI0OLfv2a3tGPgVTZGRF1kScIY45s1f59Bt+AO9g5+iEaN4/wOx5TBkoQxxhenTh6n05opZEZ3Z5D9qrrOsiRhjPHFukX/RwdyOXHhT20goTrMkoQxxhetty4gM7o7fS+wp+3UZZYkjDG1bndWBmcXf05e8pVIlB2G6jL7dIwxte6LD18BoOuFt/gciSmPJQljTK1rt/PvbIntTYeu55Tf2PjKkoQxplbtzFhNt+AODnb7tt+hmAqwJGGMqVV7P5pLQIUeF3/X71BMBViSMMbUGg0G6bR7KRlx/Wlrj+CoFyxJGGNqzbaNH9NZ93C85zi/QzEVZEnCGFNr8j55lSKN5uyLbvY7FFNBliSMMbUid88Oztu7kI3Nzye+bXu/wzEVZEnCGFMrds77EbEU0+6ap/wOxZwBSxLGmBq3+ZOlpB5+h9Wdx9OpWx+/wzFnoMpJQkSiRWStiLzl5lNEZKWIZIrI627UOkSksZvPdPXJIet4zJV/JiKjQ8rHuLJMEXm0qrEaY2pfcVEhTZY/Sg6JDLjpCb/DMWeoOs4kHgAyQuafAqaqag/gAFDyDOCJwAFXPtW1Q0R6AzcCfYAxwHMu8UQD04GxQG/gJtfWGFOPpL/xW1KCO9g74mc0adbC73DMGapSkhCRJOAK4CU3L8AlwALXZDZQ8ojHcW4eVz/KtR8HzFPVU6q6HW8M7KHulamqWapaCMxzbY0x9cSmj5fQ77Nn2RA3mAHfutXvcEwlVPVM4vfAw0DQzbcBDqpqsZvPBjq56U7ALgBXf8i1/095qWXClX+NiEwSkXQRSc/Nza3iLhljqsOmj/5OyrLbyI0+i463vWxPe62nKv2piciVwH5VXV2N8VSKqs5Q1VRVTU1MTPQ7HGMi3qaP/k7KP24nN/osmk1aar+ursdiqrDsSOA7InI5EAe0BKYB8SIS484WkoDdrv1uoDOQLSIxQCsgP6S8ROgy4cqNMXXU7qxNpPzjdvZHn0XzSUtp275z+QuZOqvSZxKq+piqJqlqMt6F5/dU9RbgfeBa12wCsMhNL3bzuPr3VFVd+Y3u7qcUoCewCkgDerq7pRq5bSyubLzGmNqxb6F3I2KTOxZZgmgAqnImEc4jwDwReRJYC8x05TOBV0QkEyjAO+ijqptEZD6wGSgG7lPVAICI3A8sA6KBWaq6qQbiNcZUk82fLGXQsQ/4JPluRiR19zscUw3E+zLfcKSmpmp6errfYRgTcYKBANt+M5QWgYPEP7yeuKbN/Q7JnAERWa2qqaXL7XYDY0y1WP235+kZyCR70I8tQTQgliSMMVV2/Oghuq6bwucxZzPoirv8DsdUI0sSxpgq2zDnx5xFAcHLfkNUdLTf4ZhqZEnCGFMln370N4bvf52Vba+h19Bv+R2OqWaWJIwxlXbkUAFtlv+AXdKRfrdP8zscUwMsSRhjKi3jT/dxluZx7Io/2MP7GihLEsaYSln37jyGHlzCqk7j6ZU6yu9wTA2xJGGMOWOH8veR9OEjZEUlM2j8ZL/DMTXIkoQx5ox9Pud7xOthguOeo3FcU7/DMTXIkoQx5oyse+c1hhxaRnrn2+nRf6Tf4ZgaZknCGFNhhwpy6fTvx9gelcygW3/jdzimFliSMMZUiAaDZP7pLlrrIQLjptOocZzfIZlaYEnCGFMhK156gMFH3iet2z306P8Nv8MxtcSShDGmXCtfn8yIPXNY2WYcw2990u9wTC2yJGGMOa01y15hyObJrG16PoPvfsnGqo4wVRnjurOIvC8im0Vkk4g84MoTRGS5iGx1/7Z25SIiz4pIpohsEJFBIeua4NpvFZEJIeWDRWSjW+ZZEZGq7Kwx5sysWfYKfT9+kK2x59DrvvnExDbyOyRTy6rylaAY+JGq9gaGA/eJSG/gUeBdVe0JvOvmAcbiDU3aE5gEPA9eUgEeB4YBQ4HHSxKLa3NXyHJjqhCvMeYMpP11Ov0+/j7bY3vQ/t637LEbEaoqY1zvVdU1bvoIkAF0AsYBs12z2cBVbnocMEc9K4B4EekAjAaWq2qBqh4AlgNjXF1LVV3hxsKeE7IuY0wNWjnvfxmy7idsietH0gPLaJWQ6HdIxifV0rkoIsnAQGAl0E5V97qqHKCdm+4E7ApZLNuVna48u4zysrY/SUTSRSQ9Nze3SvtiTKRb985rDNsymbVNR9LjwSU0axHvd0jGR1VOEiLSHFgIPKiqh0Pr3BlAjQ+iraozVDVVVVMTE+0bjzGVdTAvh6R/P0pWVDJ9HniTuCbN/A7J+KxKSUJEYvESxFxVfdMV73NdRbh/97vy3UDnkMWTXNnpypPKKDfG1JBts++mpR5B/+tF+7GcAap2d5MAM4EMVf1dSNVioOQOpQnAopDy8e4up+HAIdcttQy4TERauwvWlwHLXN1hERnutjU+ZF3GmGq2+u8vMfjI+6xOmUT384b7HY6pI2KqsOxI4FZgo4isc2U/ASYD80VkIrATuN7VLQEuBzKB48DtAKpaICK/AtJcuydUtcBN3wu8DDQBlrqXMaaa7c7KoHva43weczZDbnnC73BMHSLeZYOGIzU1VdPT0/0Ow5h6IRgIkLZwCudteoYAURTctISuvQaVv6BpcERktaqmli6vypmEMaYe27N9CwXz/pthp9axMW4QibfMoGuXnn6HZeoYSxLGRJjiokLS5/8v/T6fTkuiWHXe4wy5+kF73IYpkyUJYyLIto0rCC66n+HFW1nXdDjtb57O0M49/A7L1GGWJIyJAEWFp0j/809J3TmTw9Kc1UOmMGjsHXb2YMplScKYBi7r05UE/3IPIwLbSG91KT3GT2dw2/Z+h2XqCUsSxjRQgeJi0l79JYO2TeeINGft+dNJvey7fodl6hlLEsY0QHt3fsaBuRMZXriRNc0vJOW2GQxM7OB3WKYesiRhTANy/Ogh1i98ir5Zs2gBpA38NanfudeuPZhKsyRhTANw8sQx1v/tObpv/gMjOMi6psNJvO73DOl2rt+hmXrOkoQx9dj2zWns++cMeu1fwjCOkhHbm9xLZzBg2Gi/QzMNhCUJY+qhE8eOsOnF20g9/A6dNJqNLS6g0dA76PuNb1vXkqlWliSMqWdydmVy9OXrGVScxSed76DXuIcZbBelTQ2xJGFMHXbq5HG2pi3n1JE8NBggePIo3T6dRns9xYYLX2DEqBv9DtE0cJYkjKljigpPsX75HKIy/sbZR1bRV058pT5bOnDshjcZcO5gnyI0kcSShDF1RDAQYM3bs2ifPoVU3Use8WxucymN+15JfIeeSHQ0UVExnNW5h40aZ2qNJQljalEwEGB31qfs/zyNwuz1xB7b+5+6hKNbSQ3uYHtUMuvOf55+l9xA2+hoH6M1ph4kCREZA0wDooGXVHWyzyEZU6aiwlMcOZjHsUN5HD+UT/GpEwQKT1B86iiF2RtolruW5JMZdJYTdAYKNZq8qDYoAsCJqOakD3qKgZffSXRMnf+vaSJEnf5LFJFoYDrwLSAbSBORxaq62d/ITEMRDAQoKjpFUeEpAkWFBINBVIMEg0GKC09SdOo4RadOUnTyGMWnTlBceJzCQ/spPrSbqCN7aXQ8hxan9pEQyCWBwyQACWVsJ6DCjphkNrcdTVSnQbTunkrncwbSMa5pbe+yMWekTicJYCiQqapZACIyDxgHVHuS+ORPj9Bh19//My+VWkvdGQpWXCzSwIanLU2+8p4rUSiiQQT9zyuKINEEiaaYGA0QTRApKROlMdC4Ets+TDMKotpwuFE78lv1Idi8A1FNWxPdtDWxzeOJadyC6MZxxDZqQvuU3nRvEU/3atpvY2pLXU8SnYBdIfPZwLDSjURkEjAJoEuXLpXaUHTL9hQ0TSm95jNej1YyvdQIKYmlDsVUDb72HsuX8ypRQBSIlyIQNx0Vi0o0RMWgUdEg0V5dVAzENEKiG0F0LOLagxAVG4fExhEV25joRk2JbtyEmMZNadaqLW06JNOyeSta1uqeG1P76nqSqBBVnQHMAEhNTa3UV+eh1/wA+EF1hmWMMfVeXf/9/m6gc8h8kiszxhhTC+p6kkgDeopIiog0Am4EFvsckzHGRIw63d2kqsUicj+wDO8W2FmqusnnsIwxJmLU6SQBoKpLgCV+x2GMMZGornc3GWOM8ZElCWOMMWFZkjDGGBOWJQljjDFhiTawxzaISC6ws5KLtwXyqjGc+sb23/bf9j9ydVXVxNKFDS5JVIWIpKtqqt9x+MX23/bf9j9y9z8c624yxhgTliUJY4wxYVmS+KoZfgfgM9v/yGb7b77GrkkYY4wJy84kjDHGhGVJwhhjTFiWJBwRGSMin4lIpog86nc8NU1EOovI+yKyWUQ2icgDrjxBRJaLyFb3b2u/Y61JIhItImtF5C03nyIiK93fwevuEfUNkojEi8gCEdkiIhkiMiKSPn8R+YH72/9URF4TkbhI+vwrypIE3oECmA6MBXoDN4lIb3+jqnHFwI9UtTcwHLjP7fOjwLuq2hN41803ZA8AGSHzTwFTVbUHcACY6EtUtWMa8Laq9gL6470PEfH5i0gn4PtAqqr2xRuK4EYi6/OvEEsSnqFApqpmqWohMA8Y53NMNUpV96rqGjd9BO8A0Qlvv2e7ZrOBq/yJsOaJSBJwBfCSmxfgEmCBa9Jg919EWgEXAjMBVLVQVQ8SQZ8/3lAJTUQkBmgK7CVCPv8zYUnC0wnYFTKf7coigogkAwOBlUA7Vd3rqnKAdj6FVRt+DzwMBN18G+Cgqha7+Yb8d5AC5AJ/ct1tL4lIMyLk81fV3cAzwBd4yeEQsJrI+fwrzJJEhBOR5sBC4EFVPRxap9790Q3yHmkRuRLYr6qr/Y7FJzHAIOB5VR0IHKNU11ID//xb4501pQAdgWbAGF+DqqMsSXh2A51D5pNcWYMmIrF4CWKuqr7piveJSAdX3wHY71d8NWwk8B0R2YHXvXgJXh99vOt+gIb9d5ANZKvqSje/AC9pRMrnfymwXVVzVbUIeBPvbyJSPv8KsyThSQN6ujsbGuFdwFrsc0w1yvW/zwQyVPV3IVWLgQluegKwqLZjqw2q+piqJqlqMt7n/Z6q3gK8D1zrmjXk/c8BdonIOa5oFLCZCPn88bqZhotIU/d/oWT/I+LzPxP2i2tHRC7H66OOBmap6q99DqlGicg3gA+BjXzZJ/8TvOsS84EueI9cv15VC3wJspaIyEXAQ6p6pYh0wzuzSADWAt9V1VN+xldTRGQA3kX7RkAWcDveF8eI+PxF5JfADXh3+q0F7sS7BhERn39FWZIwxhgTlnU3GWOMCcuShDHGmLAsSRhjjAnLkoQxxpiwLEkYY4wJy5KEMcaYsCxJGGOMCev/ARCC00X8WhR+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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21XKvwQ9/+EM+/fRTTj/9dG6//XauuuoqACZMmMBDDz0EwP33388ll1wCwCeffML48eM55phjGDduHEuXLgWCc9KMGTOGwYMH8+tf/zqanRGRyKxaPJOmVk6T3IYdlC41Wu4vXAcbF9bvOo8YDKfX3NVy33338eKLL/LGG2/w/PPP758+efJkxo4dS15eHrfeeiszZswA4Morr+S+++6jb9++zJw5kx//+Me8/vrrXH311fzoRz9i4sSJ3H333fW7DyKS1D7ftZ3KF66nzLPoNeSkBt12aoR7EsnJyeE3v/kNJ510En//+9/p0KEDn332Ge+//z7nn3/+/uX2nY7gvffe46mnngLg0ksv5dprr42kbhFpWHs+38WqP36D/mWFLBh9GyO6Hdmg20+NcD9ACzsKCxcupGPHjqxfvx6AWCxGu3bt9g/aUZVOICaSWUr3fM7yP04gf+8CPiz4PQWnf7fBa1Cf+2GaNWsWL7zwAvPmzeOWW25h5cqVtGnThry8PJ544gkgGG91/vz5AIwdO5ZHH30UgOnTD3uoWRFJMWV7S1l21zcZUjqXOcP+h4KzfxBJHQr3w7B3716+//3v8+CDD9KtWzduvfVWLr/8ctyd6dOnM2XKFIYOHcqgQYN45plnALjzzju5++67GTx4MOvWpexwsiJyCMrL9rL4rm8xdM9MZg76L4795k8jq8W+GNs6OgUFBT5nzpwvTSssLOTooxM/WkkyycR9FkkXFeVlzL/rAo7Z9QYzB1zHqIuuT/g2zWyuu1d7TgO13EVE6sHce6/gmF1vMKPPLxok2A9G4S4iUkfzX3+cUSXP8kHX7zD6OzdGXQ6Q5OGeDF1GDSWT9lUknezaUULO29ezqlFPRlx2c9Tl7Je04d6sWTO2bt2aEaHn7mzdupVmzZpFXYqIHKYlf/0lXXwrpWfcSdNmLaIuZ7+kPc69R48eFBUVUVxcHHUpDaJZs2Y6h41Iilky40VGbXmaGTkXMrrglKjL+ZKkDffGjRuTl5cXdRkiItWqKC+j1cvXsN66MGRi8nTH7HPQbhkze9DMNpvZorhpHczsFTNbHv5tH043M7vLzFaY2QIzG5HI4kVEojLvH3+mV2wdm8bcQItWbaMu5ysOpc99KjC+yrTrgNfcvS/wWngb4HSgb3i5Eri3fsoUEUkelRUVHDH/T3ySlcewU78ddTnVOmi4u/vbQEmVyROAaeH1acA5cdMf8sAMoJ2Zda2vYkVEksFHL02lp69n+zFXY42S87iU2laV4+4bwusbgZzwendgbdxyReG0rzCzK81sjpnNyZQvTUUk9cUqK+kw9y5WN+rJ8K9PjLqcGtX5LceDYxUP+3hFd5/s7gXuXtC5c+e6liEi0iDmv/YIebHVFA/7CY2ysqIup0a1DfdN+7pbwr+bw+nrgJ5xy/UIp4mIpDyPxWg98zaK7AiGnX5F1OUcUG3D/VngsvD6ZcAzcdMnhkfNjAZ2xHXfiIiktJkP/it9Kj9hw+AfN+hg17Vx0OPczewR4ESgk5kVATcANwGPm9kVwGpg38iv/wTOAFYAu4GGP0O9iEgCfDD1OsYUTWFWuzMomHBV1OUc1EHD3d0vrmHWV36OFfa//6SuRYmIJJMZD9/AmFX3Mrvtv3DMVX9N6r72fZLzGB4RkSSx4I0nGb3iDua2OpHhV00nKztpf9j/JQp3EZED2L30FUq9MYN/+ljS97PHU7iLiBxA621LWN24N02aptZZWxXuIiI1iFVW0mvvcra3Tb3hLxXuIiI12LB6Ka1tD9Z1aNSlHDaFu4hIDTYunQVA+z4jI67k8CncRURqUFY0j3LPoteAY6Iu5bAp3EVEatCyZDFrso9MquHzDpXCXUSkGh6L0aP0Y7a2HhB1KbWicBcRqcbm9SvpwE78iCFRl1IrCncRkWpsCL9Mbdu7IOJKakfhLiJSjT1rPiTmRq+Bx0ZdSq0o3EVEqtFsyyLWZnVPysGvD4XCXUSkGl13f0xxq9T8MhUU7iIiX1GyeR1HsIWKLoOjLqXWFO4iIlWsK5wJQKu81Pvx0j4KdxGRKj5bNReAnkePjriS2lO4i4hU0XTzAtZZDm07dI66lFpTuIuIVNH988VsaJUfdRl1onAXEYmzed1KcthKRdcRUZdSJwp3EZE46xa9DUD7fl+LuJK6UbiLiMQpXTWLMs8mNz91v0wFhbuIyJe03TqfVY17p+RpfuMp3EVEQhXlZeTu/ZiS9qk3rF5VdQp3M/uFmS02s0Vm9oiZNTOzPDObaWYrzOwxM2tSX8WKiCTS6qUf0sL2kt0r9YbVq6rW4W5m3YGfAQXung9kARcBvwdud/c+wDbgivooVEQk0bYsfReAroOOi7iSuqtrt0w20NzMsoEWwAbgZODJcP404Jw6bkNEpEHYurlsow3dco+OupQ6q3W4u/s64BZgDUGo7wDmAtvdvSJcrAjoXt39zexKM5tjZnOKi4trW4aISL3psnMha5ofjTVK/a8j69It0x6YAOQB3YCWwPhDvb+7T3b3Ancv6Nw5dX/iKyLpYef2rfSqLGJ3l+FRl1Iv6vL2dCqw0t2L3b0ceBoYC7QLu2kAegDr6lijiEjCrV7wLo3MaXVUah/fvk9dwn0NMNrMWpiZAacAS4A3gPPCZS4DnqlbiSIiiffZpx8A0GvwuIgrqR916XOfSfDF6YfAwnBdk4FrgWvMbAXQEZhSD3WKiCRU803zWN2oJ23bd4q6lHqRffBFaubuNwA3VJn8KZCaI8qKSEbyWIxee5bwSbuxHBl1MfUk9b8SFhGpow2rP6YDO4l1S92Rl6pSuItIxlu/ODgTZMf+qX0myHgKdxHJeBVrZrPHm5A7MPVPO7CPwl1EMl77kgWsbNKP7MbpcyoshbuIZLS9pbvJK1/Bzo6pfybIeAp3Ecloq5fMoolV0CQ3vQ7yU7iLSEYrWfY+AN3z0+PHS/so3EUko2VvmMtmOpDT46ioS6lXCncRyWhH7FpEUctBUZdR7xTuIpKxthVvoIdvpCwnPc4EGU/hLiIZa83CtwBo3WdMxJXUP4W7iGSsPZ/OotKNvCFjoy6l3incRSRjtdjyEauyc2nRqm3UpdQ7hbuIZKSK8jJySwvZ0nZw1KUkhMJdRDLSorefpg27aTLg61GXkhAKdxHJSD53GltoR/6J50ddSkIo3EUk42zZuIbBn89gedezaNykadTlJITCXUQyzvKX/0y2xehx8pVRl5IwCncRySgei9Fj5ZMsaZxPz77pdSbIeAp3EckohTNfoqev5/NB3466lIRSuItIRvl8xoPs8ubknzYx6lISSuEuIhmjZPM68re/yZJOX6d5y9ZRl5NQCncRyQg7tm2h5P6zaYTT5eQfR11OwincRSTt7dpRwqa7T6dXxSqWnnAPeYNGRV1SwtUp3M2snZk9aWZLzazQzMaYWQcze8XMlod/29dXsSIih2v3Zzso+tOZ5JV/wuKxdzH05AuiLqlB1LXlfifworsPAIYChcB1wGvu3hd4LbwtIhKJ+Y//lv5lhSwYdSvD/+U7UZfTYGod7mbWFjgemALg7mXuvh2YAEwLF5sGnFPXIkVEaqOyooK8NX9ncbPhHHPGd6Mup0HVpeWeBxQDfzGzeWb2gJm1BHLcfUO4zEYgp7o7m9mVZjbHzOYUFxfXoQwRkeotfvcZjqCYsqGZ02Lfpy7hng2MAO519+HA51TpgnF3B7y6O7v7ZHcvcPeCzp0716EMEZHqVcyZxjZak3/yxVGX0uDqEu5FQJG7zwxvP0kQ9pvMrCtA+Hdz3UoUETl8JZvXkb/rXZZ1OYOmzVpEXU6Dq3W4u/tGYK2Z9Q8nnQIsAZ4FLgunXQY8U6cKRURq4eNXHqCJVZJz4vejLiUS2XW8/0+B6WbWBPgU+C7BG8bjZnYFsBrIjOOORCRpeCzGEZ88wbLs/vQfODLqciJRp3B394+AgmpmnVKX9YqIHK6K8jJ2bgsOzlhXOJPBsbXMGnRjtEVFqK4tdxGRyBWvX8WeB86gV2wdAB2A3d6UgadNirSuKCncRSSlbdm4lt0PnEmnyq3M6PsLrHEzAFofOYyBbTL3B/IKdxFJWduKN7Br8pnkVBaz6vSHGD16fNQlJQ2Fu4ikjC3rV7Np6qU0ju0BoF3FFrr6Llac9iD5CvYv0VkhRSRlLH/xTwwqm09pdhtKs9uyvnm/INiP+0bUpSUdtdxFJCXsO0/MwqYjGHLda1GXk/TUcheRlLDkvWeD88QMuSTqUlKCwl1EUkL57KlspxX5p6T3wNb1ReEuIklvW/EG8ne9y9IMPU9MbSjcRSTpLXv5z8F5Yk74XtSlpAyFu4gktfjzxGTC2Kf1ReEuIklt2YdvkBtbw44BF0VdSkpRuItIUtv53hR2e1OOzuDzxNSGwl1EktZnO7eRX/Iqi9qfQuu2HaIuJ6Uo3EUkaS15ZRotbC9tvnZ51KWkHIW7iCStNoWPsrpRT/oXaIiIw6VwF5GktLpwLgMqCtnQ+zyskaLqcOkRE5GktOHNP1PmWfQ9Tce214bCXUSSzt7S3fTf9A8WtR5Lx5weUZeTkhTuIpJ0Fr3+GO3ZSfYxl0VdSspSuItIUtmwehndZ/2ODXRm0Lhzoi4nZSncRSRpbCr6BJ96Ni3YzeffnEpWtoacqC2Fu4gkhS3rV1M25SzaxHay8Rt/o8/Q46IuKaUp3EUkch6LUfLgeXSMbaXozL/Sb8SJUZeU8uoc7maWZWbzzOz58Haemc00sxVm9piZNal7mSKSzua//hj9Kj5m0bBfM+DY06IuJy3UR8v9aqAw7vbvgdvdvQ+wDbiiHrYhImnKYzFazLiN9ZbD8DN/EHU5aaNO4W5mPYAzgQfC2wacDDwZLjIN0NfdIlKjRe/8H/0qPmbtwB/QuEnTqMtJG3Vtud8B/AqIhbc7AtvdvSK8XQR0r+6OZnalmc0xsznFxcV1LENEUpHHYmS/ewub6Miws38UdTlppdbhbmZnAZvdfW5t7u/uk929wN0LOnfuXNsyRCSFLfngBY4uX8zK/t/T2Kj1rC4HkY4FvmFmZwDNgDbAnUA7M8sOW+89gHV1L1NE0pG//Qe20I5hE34WdSlpp9Ytd3e/3t17uHsucBHwurtfArwBnBcudhnwTJ2rFJG0s3LxTPL3fsSK3hNp1qJV1OWknUQc534tcI2ZrSDog5+SgG2ISIrb9NYDlHkW/U//cdSlpKV6+W2vu78JvBle/xQ4tj7WKyLpaW/pbgZs/icLW4/jmM5doy4nLekXqiLS4Ba99jfa8RlNRuqsj4micBeRBtdkwcPBWR+PmxB1KWlL4S4iDWr9yqUM3juPVb3OpVFWVtTlpC2Fu4g0qDWvTSbmRt6p34+6lLSmcBeRBlNZUUFe0f+xqHkBR/TqG3U5aU3hLiINZsn7z5HDViqGXhJ1KWlP4S4iDWb3R0+z25sy8ITzoy4l7SncRaRBVFZU0KfkLQpbj9EvUhuAwl1EGsTSWS/TkR0w8BtRl5IRFO4i0iA+m/cUpd6YAeO+FXUpGUHhLiIJF6usJK/4dQpbjqRl63ZRl5MRFO4iknAfz3uTLpRQ0f/sqEvJGAp3EUm47XOeosyz6Hf8BVGXkjEU7iKSUB6L0WvTqyxtPoK27TtFXU7GULiLSEJ9svADuvkmSvueGXUpGUXhLiIJtf212yjzLPqMU5dMQ1K4i0jCzH/9UQp2vsrcXpfToUv3qMvJKAp3EUmIXTtKyHn7P1jVqBcjLvlN1OVkHIW7iCTEkr/+ki6+lb1n3EnTZi2iLifjKNxFpN4tmfEio7Y8zawjLqR/wclRl5ORFO4iUq9Kd39G65d+wXrLYcilf4i6nIylcBeRejXv4evp6evZetLNtGjVNupyMpbCXUTqzYr57zJy3cPMancGg4/X4NdRUriLSL0oL9uLPftTtlsb+k+8K+pyMl52be9oZj2Bh4AcwIHJ7n6nmXUAHgNygVXABe6+re6likiy+fDFqZRtWw9A1qYFjKz8lA/H/IkRHTpHXJnUOtyBCuCX7v6hmbUG5prZK8Ak4DV3v8nMrgOuA66te6kikkyWzHiRETOu/tK02W2/zsivXxpRRRKv1uHu7huADeH1XWZWCDGgc5IAAAlQSURBVHQHJgAnhotNA95E4S6Sdire/ANbaUvsyrdp3KQZAAUdukRclexTl5b7fmaWCwwHZgI5YfADbCTotqnuPlcCVwL06tWrPsoQkQby8YdvMqR0LjN6/4zR3XKjLkeqUecvVM2sFfAU8HN33xk/z92doD/+K9x9srsXuHtB587qnxNJJbtfvYnttCL/nGuiLkVqUKdwN7PGBME+3d2fDidvMrOu4fyuwOa6lSgiyeSTBe8zbPcHFB75HVq1aR91OVKDWoe7mRkwBSh099viZj0LXBZevwx4pvbliUiy2fHy/7LLmzPwnH+LuhQ5gLq03McClwInm9lH4eUM4CbgNDNbDpwa3haRNLB05ssM2/UOi3pcpFGVklxdjpZ5F7AaZp9S2/WKSHJaPu9tuv9zIusb5TDw3OujLkcOQr9QFZGD+mThDLo8cxG7GrUm+/J/0LZjtQfBSRJRuIvIAa35+CM6PHU+e2gOE5/jiJ59oi5JDoHCXUQOqOTv19KISsq/8390yxsQdTlyiBTuIlKjFfPfY9ieGSzJnUjPPoOjLkcOg8JdRGq08+Wb2EkLBumwx5SjcBeRaq0qnMOIz99mcY+LaNOuY9TlyGFSuItItba88L/s9qYcfY7O+5eKFO4i8hVrVyxk+I7XWND1PNp1OiLqcqQWFO4i8iUV5WWUPPVLysmmzzn6sVKqUriLyH6VFRXMv+tChu6ZyUcDrqHTET2jLklqSeEuIgDEKiv58I+XcMyu1/mg988YffG/R12S1IHCXUSIVVYy5+7LGLnjRT7o9QPGTPyfqEuSOlK4i2Q4j8WYfe/3OLbkOT7oPonRk3Qi13SgcBfJYB6LMfP+HzNqy9PMyLmY0VfcjjVSLKSDehlDVURSQ0V5GfNfmU6sfA8AsbWzGb3laWZ2Po9RP7hHwZ5GFO4iGWTOkzczetkfvjRtZscJHPujPyvY04zCXSRD7C3dTe9lD1DYeBBtLv4zAFmNmzJKp/BNSwp3kQzx0XP3MIoSNo27je69B0VdjiSYPoeJZIDysr30XHI/y7L7k3/chKjLkQagcBfJAPP+MZluvpk9Y65R33qG0LMskuYqKyrouuAePsnqzdCTLoi6HGkg6nMXSTIeizHzoV/Tvui1/dOaZjeiZ4cWZDWy/dPKK2OsKdlNRaXvn9aqWTY5rZuRnRUsVxlztmzbTk9fz4cj71SrPYMo3EWSiMdizHjg54xZP42Ps/tRmt0agE27y9keizG4e1uyGhlllTEWbNhBaUVj2jRvDEAs5mzaWc6qXWV0b9+cLDPWbttDRWVzlnc4m6+ddmmUuyYNTOEukkRmTL2WMeunBcee/2Tq/pb2c/PXM+nReYwu68htFwxj0l9msarsc6Z+91iG9P5ilKTlm3Zxx6vL+cfCDQAc368z15zWj2E920WyPxIdc/eDL1WbFZuNB+4EsoAH3L3GE1YUFBT4nDlzElJHKqooL+OjF/9C+daVUZciDShrZxHHljzH7Hanc8xPp9MoK+tL85/+sIhfPjGfJlmNcGDKZQWM69u52nV9vGkXe8tjDO7RtgEql6iY2Vx3L6huXkJa7maWBdwNnAYUAbPN7Fl3X5KI7aWLyooK5r0whZwP76DA10ddjkRgdrvTGXHVw18JdoBzR/SgvDLGH15cxi3nD60x2AH65bROZJmSAhLVLXMssMLdPwUws0eBCUC9hvuCN5+izds31OcqI9Ui9jkFlLCyUS7zxtzNoBPOw8wOfkdJGyObND3g/AtH9uKCgp56XchBJSrcuwNr424XAaPiFzCzK4ErAXr16lWrjTRp2ZaSFnm1LDH5bLUs1g44i+Hjv0teNS03EUDBLocksi9U3X0yMBmCPvfarGPAyFNh5Kn1WpeISDpI1EGv64D4wRd7hNNERKQBJCrcZwN9zSzPzJoAFwHPJmhbIiJSRUK6Zdy9wsyuAl4iOBTyQXdfnIhtiYjIVyWsz93d/wn8M1HrFxGRmulEEyIiaUjhLiKShhTuIiJpSOEuIpKGEnbisMMqwqwYWF3Lu3cCttRjOakm0/cf9Bho/zN3/49092pPMpQU4V4XZjanprOiZYJM33/QY6D9z+z9r4m6ZURE0pDCXUQkDaVDuE+OuoCIZfr+gx4D7b98Rcr3uYuIyFelQ8tdRESqULiLiKShlA53MxtvZsvMbIWZXRd1PYlmZj3N7A0zW2Jmi83s6nB6BzN7xcyWh3/bR11rIplZlpnNM7Pnw9t5ZjYzfB08Fp5mOi2ZWTsze9LMlppZoZmNyaTn38x+Eb72F5nZI2bWLJOe/8ORsuEeNwj36cBA4GIzGxhtVQlXAfzS3QcCo4GfhPt8HfCau/cFXgtvp7OrgcK4278Hbnf3PsA24IpIqmoYdwIvuvsAYCjB45ARz7+ZdQd+BhS4ez7B6cQvIrOe/0OWsuFO3CDc7l4G7BuEO225+wZ3/zC8vovgH7s7wX5PCxebBpwTTYWJZ2Y9gDOBB8LbBpwMPBkukrb7b2ZtgeOBKQDuXubu28mg55/gNOXNzSwbaAFsIEOe/8OVyuFe3SDc3SOqpcGZWS4wHJgJ5Lj7hnDWRiAnorIawh3Ar4BYeLsjsN3dK8Lb6fw6yAOKgb+E3VIPmFlLMuT5d/d1wC3AGoJQ3wHMJXOe/8OSyuGescysFfAU8HN33xk/z4NjW9Py+FYzOwvY7O5zo64lItnACOBedx8OfE6VLpg0f/7bE3xKyQO6AS2B8ZEWlcRSOdwzchBuM2tMEOzT3f3pcPImM+sazu8KbI6qvgQbC3zDzFYRdMOdTNAH3S78mA7p/TooAorcfWZ4+0mCsM+U5/9UYKW7F7t7OfA0wWsiU57/w5LK4Z5xg3CH/ctTgEJ3vy1u1rPAZeH1y4BnGrq2huDu17t7D3fPJXi+X3f3S4A3gPPCxdJ5/zcCa82sfzjpFGAJGfL8E3THjDazFuH/wr79z4jn/3Cl9C9UzewMgj7YfYNw/y7ikhLKzI4D3gEW8kWf878T9Ls/DvQiOHXyBe5eEkmRDcTMTgT+1d3PMrPeBC35DsA84DvuvjfK+hLFzIYRfJncBPgU+C5BIy0jnn8z+2/gQoIjx+YB3yPoY8+I5/9wpHS4i4hI9VK5W0ZERGqgcBcRSUMKdxGRNKRwFxFJQwp3EZE0pHAXEUlDCncRkTT0/wF8x+revYbVQwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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++CEDBgxgw4YNADQ1NdG/f//9N3ZoSRe1Ekk/3tTE3L/8hJNW/o6V2UfR/6pHGDa0LOqyAPWBt+ntt9/mqaeeYsGCBdxyyy2sWrWKvn37MmLECP72t+BcJnfn/fffB+Dkk0/mwQcfBOD++++PrG4RiZ/6ut3Mv/1SppT/lgV9PkPpP71IcZKENyjAW1VfX883vvEN7rnnHoYOHcqtt97KVVddhbtz//33c/fddzN+/HjGjBnD7NnB4e+33347f/jDHxg3bhzr16+PeAtE5FBtrqqg/NZpnLj9ad4cPoPjv/d4pCfttMaCs+C7x6RJk3z+/PmfGLd48WKOOeaYbqshGWTiNoskuxXvv0bN+88EA95E2aqH6O/bWTT5V5zw+a9FWpuZvePuk1qOT64+cBGRCGyqXEfJYxdxlO3ZP66SYioueJQTJp4aYWUHpwAXkYy36oEfMJ69rLr4eYaUBd+Oi3PyGNwzuSMyKapz94w5gqM7u6xEpH1L5j4b9HMPm87UY0+MupxOiXwnZl5eHps3b86IYHN3Nm/eTF5eXtSliAjQsG8v2c/eQCUDGf+Vn0ddTqdF3gIvLS2loqKCTLnZQ15enq65IhKhbZsq2bNrOwCrX/4LUxtX8e6U2xncu1/ElXVe5AGenZ3NiBEjoi5DRDLAhlVLKLl3Cv0t+MY/BPgg7wQmfvaKaAvrosgDXESku1Qum8dQc948/Bqy+g/DLItRp12C9Yi8N7lLFOAikjHqK4Orh4698Eb69CuKuJpDl5ofOyIiXZC1tZwaCtMivEEBLiIZpO+u1VTnpM9BBB29pVp/M3vEzJaY2WIzm2pmRWb2nJktD38WJrpYEZFDUbKvgtre6XPQREdb4LcDT7v7aGA8sBi4CZjj7iOBOeGwiEhS2r65ikJ24EVHRl1K3LQb4GbWDzgVuBvA3fe6+zbgfGBWONss4IJEFSkicqg2rvoIgLzBoyKuJH460gIfAdQAfzazBWb2p/Au9SXuvjGcpxIoSVSRIiKHamdFcATKgMOPjbiS+OlIgPcEjgf+6O4TgV206C7x4Dz4Vs+FN7MZZjbfzOZnytmWIpJ8GmqWsc+zGHz46KhLiZuOBHgFUOHuc8PhRwgCvcrMhgCEP6tbe7G7z3T3Se4+qbi4OB41i4h0Wu72cip7lJCdkxt1KXHTboC7eyWwzsyaO46mAYuAJ4Dp4bjpwOyEVCgiEgf9d69lc97wqMuIq46eifkd4H4zywHKga8RhP/DZnY1sAa4ODEliogcmqbGRoY0bqC679SoS4mrDgW4u78HHHA7H4LWuIhIUqteX85g24sNHBl1KXGlMzFFJO3VrA4OIew9NH12YIICXEQywO6NSwEoGTE24kriSwEuImnPN61gl+cxYPBhUZcSVwpwEUl7vXauYmPPYSl73e+2pNfWiIi0YmD9Orb1Kou6jLhTgItIWqvbs4vBTdXs639E1KXEnQJcRNJa5erF9DAnu+ToqEuJO91STUTSzntzHiR77u8xIL9hJwD9So+JtqgEUAtcRNJO07v3U1a/HMfY3bMv7/Q+jeGjT4i6rLhTC1xE0k7hnjUs7zWBCTc+E3UpCaUWuIiklabGRoY2bqCub/rcOq0tCnARSStVFSvItX1pd92T1ijARSStbFq9EEi/6560RgEuImklXa970hoFuIikl83ped2T1ijARSSt5O9cxYaepWl33ZPWpP8WikhGGVi/ju29Do+6jG6hABeRtBFc96QmLa970poOBbiZrTazD83sPTObH44rMrPnzGx5+LMwsaWKiBzcxlWL0va6J63pTAv8dHef4O7N98a8CZjj7iOBOeGwiEhktq1bBKTndU9acyhdKOcDs8Lns4ALDr0cEZGuq6tcBsCQI9L/EELoeIA78KyZvWNmM8JxJe6+MXxeCZS09kIzm2Fm881sfk1NzSGWKyLStp5bV1JDIb37ZkaPbkcvZvVpd19vZoOA58xsSexEd3cz89Ze6O4zgZkAkyZNanUeEZF46LNrDdU5pRRHXUg36VAL3N3Xhz+rgceBk4AqMxsCEP6sTlSRIiIdUbJvHbW90/8iVs3aDXAzKzCzPs3Pgc8CHwFPANPD2aYDsxNVpIhIe7ZtqqSQnXjRkVGX0m060oVSAjxuZs3z/9XdnzazecDDZnY1sAa4OHFliogcXOXqhfQH8gaPirqUbtNugLt7OTC+lfGbgWmJKEpEpLN2ViwGYMDhx0ZcSffRmZgikhYaapazz7MYfHj6X0a2mQJcRNJC7vZyKnuUkJ2TG3Up3UYBLiIpb9umSo6ofZeagqOiLqVbKcBFJOUtfeAGevtuCs/5cdSldCsFuIiktOULXuHETU8wf/DFjBgzOepyupUCXERSVlNjI/4/32eL9WPMV/4z6nK6XUdPpRcRiUzdnl14U9MB4z/4nzuZ3LCM+cf/kkn9iiKoLFoKcBFJau/NeZDjXrmGHq1cbmkysChnHCecO+PAF2YABbiIJLU9K1+ngR68e8S3DpyY1ZORZ16dEfe/bI0CXESSWt72cjZmDWHKFT+PupSkk5kfWyKSMgr3rGVL3vCoy0hKCnARSVqNDQ0MadxIfd/MuURsZyjARSRpVa1bQa7to0fxyKhLSUoKcBFJWpvWLASg97DMuElxZynARSRp7d4Y3L1xUNmYiCtJTgpwEUlatnkFO+jFgEHDoi4lKSnARSRp9dq5isqepRl7nHd79K6ISNIqrq9gRy8dQtiWDge4mWWZ2QIzezIcHmFmc81shZk9ZGY5iStTRDJN3e5aBlPDvsLMusZ3Z3SmBX4dsDhm+JfAbe5+FLAVuDqehYlIZttQHhyBkjNIhxC2pUMBbmalwBeAP4XDBpwBPBLOMgu4IBEFikhm2rZuEQD9D8ucmxR3Vkdb4L8BbgCar+c4ANjm7g3hcAXQ6m5iM5thZvPNbH5NTc0hFSsimaO+aikAg0cowNvSboCb2blAtbu/05UVuPtMd5/k7pOKi4u7sggRyUA9t5ZTTREFffpHXUrS6sjVCE8GzjOzzwN5QF/gdqC/mfUMW+GlwPrElSkimabvrjVU5w5nUNSFJLF2W+Du/kN3L3X3MuAS4AV3vwx4EbgonG06MDthVYpIRvGmJgY3rGNX77KoS0lqh3Ic+I3A98xsBUGf+N3xKUlEMt22zVX0Yxc+QIcQHkynbujg7i8BL4XPy4GT4l+SiGS6qvIPKQTyB4+KupSkpjMxRSTp7NgQXMRqwHAdgXIwuqWaiETCm5qYO/Pb5Oxcd8C0QXtWsdezGHz40RFUljoU4CISidWL5zGl8n42Ukx9j/wWU40FA89lcrau0HEwCnARiUTl/NmMAHrOeJ4hQ8sOmH7gGGlJfeAiEonCdS+wPOsoilsJb+kYBbiIdLvNVRUcvW8Jm4adEXUpKU0BLiLdbuUbj9PDnOITzo+6lJSmABeRbtdzxbNUU8SR4z4VdSkpTQEuIt2qvm43o2rfZlXRp3WrtEOkd09EutWyuU9TYHXkjvlC1KWkPAW4iHSr3R/9D3s8h9FTz426lJSnABeRbuNNTRy26RWWFpxAXq/eUZeT8hTgItJtlr37EkO9mvoRZ0VdSlpQgItIt2hqbISnf8gm+nPMWVdGXU5aUICLSLd4Z/bvGdWwhFUTbqBv/wFRl5MWFOAiknDbt9Rw1Ae3sDh7DJPOuzbqctKGAlxEEm7JX2+gr+8k57xf69jvONI7KSIJtfKDNzix5nHmDbqII8dNibqctNJugJtZnpm9bWbvm9lCM/tpOH6Emc01sxVm9pCZ6cK9InKA6nmPAXDMpf8ZcSXppyMt8HrgDHcfD0wAzjazKcAvgdvc/ShgK3B14soUkVSVu2Up63sMoV9RcdSlpJ12A9wDteFgdvhw4AzgkXD8LOCChFQoIilt4J6VbOp1RNRlpKUO9YGbWZaZvQdUA88BK4Ft7t4QzlIBDGvjtTPMbL6Zza+pqYlHzSKSIur27GJY4wbqC3V3+UToUIC7e6O7TwBKgZOA0R1dgbvPdPdJ7j6puFhfoUQyyfrl75NlTvYQ3V0+ETp1FIq7bwNeBKYC/c2s+Z6apcD6ONcmIilu6+r3ARhwxISIK0lPHTkKpdjM+ofP84GzgMUEQX5RONt0YHaiihSR1LSvchF7PYuhR4yNupS01JG70g8BZplZFkHgP+zuT5rZIuBBM/sFsAC4O4F1ikgKyt+6jPVZpYzIzYu6lLTUboC7+wfAxFbGlxP0h4uItGpQXTkbe49lRNSFpCmdiSkiCVG7YytDvZq9A3QESqIowEUkIdYvWwBA3lD1fyeKAlxEEmL7mg8AKNYRKAmjABeRhGiqWsQez2FIWYdPG5FOUoCLSEIUbF9ORc/hZPXsyMFu0hUKcBFJiMH1q9jW+6ioy0hrCnARibttmyopZiuNxeo+SSQFuIjE3YblwREovYaNi7iS9KYAF5G427k2OAKlZOQB5wBKHCnARSSu6nbXUlD+d3bQi0FDdQ5mIinARSRuNm1Yw9pfn86xde+zaNR3dAPjBNPxPSLSZasWzqV2U3Al6X27t1M692eU+i7eP/n3TPnsVyOuLv0pwEWkS7ZsKKf04XPItsb94yoZyMaLnmCi7j7fLRTgItIlG1+cSX+aeGvKH+kf3rB42KgTGNyvKOLKMocCXEQ6r7GBIeWPMLfHBKZ87lLMLOqKMpL2MIhIp+1b9ixFjTWsPPwihXeE1AIXkU7b8epMGr0/Q0+8IOpSMlpH7ol5mJm9aGaLzGyhmV0Xji8ys+fMbHn4szDx5YpI5LZXULjhZR710/nU0UOiriajdaQLpQH4vrsfC0wBvmVmxwI3AXPcfSQwJxwWkTTn794HOGuGX0hedlbU5WS0jtwTcyOwMXy+08wWA8OA84HTwtlmAS8BNyakShEBoKmxkfUfvUppHzCi6XtumH8fbzSOY/xxulFD1DrVB25mZQQ3OJ4LlIThDlAJlLTxmhnADIDhw4d3tU6RjLe7djtL/vhVjt/1SqR1ZAN/abyUX4weFGkd0okAN7PewKPA9e6+I3bPs7u7mXlrr3P3mcBMgEmTJrU6j4gcXFXFSnb++UtMaCjnVw0Xc/pZ53FiWTTHW98wexmVdhQlffMiWb98rEMBbmbZBOF9v7s/Fo6uMrMh7r7RzIYA1YkqUiSTrV32Hr3+ej6DvZ6XTvgdd7xRxOEF4zixrHu+0a7bspu7X1tFQ1MT7vC3ykFcN63VL9zSzdoNcAua2ncDi9391zGTngCmAzeHP2cnpEKRDLf+5Xs50Xew7svPMvWo4+GNp9m8a2+3rf/h+eu4943VDCjIAWBov3z+YfzQblu/tK0jLfCTgcuBD83svXDcjwiC+2EzuxpYA1ycmBJFMlvWriq2WH9GHHsiAPnZWWztxgBfWrmTI4oLeOH7p3XbOqVjOnIUymvQ5u7uafEtR0RayqurYXvPATTvMiwqyOnWFviyqp0cM6Rvt61POk6n0oskud57a6jNKd4/XFiQ3W0t8Lp9jazZspujS/p0y/qkcxTgIkmusGkLe/M/DvCigly27N7XLeteUV2LO4warABPRgpwkSS2t76OQnbQVDB4/7iiXtls2VXfLetfWrkTQC3wJKUAF0liW6rWAZDV7+NrjhQV5LJ1V/e0wJdV7SQnqwdlA3p1y/qkcxTgIklse3UQ4LmFsQGeTW19A/UNjW29LG6WVgVHoPTMUlQkI/1WRJLYrs3B/SYLBhy2f1xRQS5At7TCl1XuVP93ElOAiySxfduCAO9fEhvg2QBsTnA/+I66fWzYXqf+7ySmABdJYk07KmnwHhQO/PjMx+5qgS+vqgVglAI8aSnARZJY81mYWT0/Pueuu1rgy6qCI1DUhZK8FOAiSaz5LMxYH7fAE3syz9LKnfTKyWJY//yErke6TgEuksRanoUJ0C8/GzPYkuAAX1a1k5ElfejRQzctTlYKcJEk1r/FWZgAWT2Mwl45bNmd+AAfVdI7oeuQQ6MAF0lSe+vrKGpxFmazwl7ZCW2Bb66tZ1PtXh2BkuQU4CJJav9ZmH0PDPABBbkJDfBl4REoCvDkpgAXSVL7z8IsOvDmCYUFiW2B6wiU1KAAF0lSrZ2F2ayoIJctCTwOfNRGVPkAAAlHSURBVEnlDvrm9WRQn9yErUMOnQJcJEnt27YB+ORZmM2KCrLZunsv7vG/T7i78+ryTZxYVkTszcsl+SjARZJU046NB5yF2ayoIJfGJmfHnoa4r3dZVS0VW/cw7RjduDjZtRvgZnaPmVWb2Ucx44rM7DkzWx7+LExsmSKZp7WzMJs1n42ZiEMJn19cBcC0Ywa1M6dErSMt8HuBs1uMuwmY4+4jgTnhsIjEUWtnYTZrPhszETd2eGFJNeOG9aOkb17cly3x1W6Au/srwJYWo88HZoXPZwEXxLkukYzXe28Nu3IGtjqtqFcOQNx3ZG6urefdtVvV+k4RXe0DL3H3jeHzSqDNzjIzm2Fm881sfk1NTRdXJ5J5+jdtoT6/9SAt6t0c4PFtgb+4tAZ3mDZa/d+p4JB3YnqwG7zNXeHuPtPdJ7n7pOLi4rZmE5EYBzsLExLXAp+zuIqSvrmMHdY3rsuVxOhqgFeZ2RCA8Gd1/EoSkYOdhQmQn5NFfnZWXFvg9Q2NvLKshjNGl+jwwRTR1QB/ApgePp8OzI5POSICBz8Ls1lRQU5cW+Bvr9rCrr2NnKn+75Rx4PFJLZjZA8BpwEAzqwB+AtwMPGxmVwNrgIsTWaRIpvn4LMzSNucJTqfvfAt8edVO9uw78IbIj7+7ntyePfjUka3vOJXk026Au/ulbUyaFudaRCT08VmYw9ucp6ggly27O9cCf2lpNVf+eV6b0886toT8nKxOLVOi026Ai0j3a9qxkUa3Vs/CbFbUK5tVm2o7tdy/vLWGgb1zufnCcbTWzT3hsP6dLVUipAAXSbD15QtZ+/xd0Inrlgyqfo3NVsigVs7CbFZUkNupGxtv3L6HF5ZUc81njuTMY3WYYDpQgIskWNVjNzG19hXqPbtTr/uw32c42O7EooJsausbqG9oJLdn+90eD8+roMnh0pPa7paR1KIAF0mgTZVrGbfzdd4afClTrr2zU6+d1M70j29uvI/B/Q4e4I1NzkPz1nLKyIEcVtSrU3VI8tLVCEUSaPkzd5FtjQyddk3cl73/glYduLHDy8uq2bC9jssmq/WdThTgIgnS1NjI8NV/Y2HOOIYfPSHuy//4glbtB/hf565lYO9cXSI2zagLRSRBFr7+BOO8io3H/SAhy29ugX+4fjv9e7Xdv76zrmH/zsvsLLXZ0okCXCRB9r19D1vpw9hplyVk+cV98uhh8Munl/DLpw8+bw+DS05U90m6UYCLJMCmynWM2/k67wy+mCn5BQlZR7/8bB775slU76hrd96SvnkMH6Cdl+lGAS4SJ+/8/W72rv8AgPytSxmYoJ2XsXTiTWZTgIvEwabKtRw395/pQRNN4bEB7/Y+heMTsPNSpJkCXCQOlj9zJ1OtkbVfeXn/ESfHR1yTpD/tkhY5RE2NjRy++hEW5hyXkMMFRdqiABc5RAtfm81Qr2LPcZdHXYpkGAW4yCHa9/af2Uofxp351ahLkQyjABc5BJsq1zKu9nWWlpxLbp4O05PupQAXOQTLn7kzYdc6EWmPjkIRaceaJe+y4Y0HwJsOmHbEusdZmHMcY7TzUiJwSAFuZmcDtwNZwJ/c/ea4VCWSJN57/gFGvno9h1vrZzvu9Sw2nviLbq5KJNDlADezLOAPwFlABTDPzJ5w90XxKk4kKt7UxNz7/52TVvyWlT2PpN9VjzBo2IgD5ssB1PaWqBxKC/wkYIW7lwOY2YPA+UDcA3zu76ZTsvWdeC9WpE09fR9TvJJ3+3yGY669n/yCPlGXJHKAQwnwYcC6mOEKYHLLmcxsBjADYPjwrl0NranvMLbUb+nSa0W6qmLIZZx0yb/QI0t3aZfklPCdmO4+E5gJMGnSpI7f1TXG1On/EdeaRETSwaEcRrgeOCxmuDQcJyIi3eBQAnweMNLMRphZDnAJ8ER8yhIRkfZ0uQvF3RvM7NvAMwSHEd7j7gvjVpmIiBzUIfWBu/vfgb/HqRYREekEnUovIpKiFOAiIilKAS4ikqIU4CIiKcrcu3RuTddWZlYDrOniywcCm+JYTqrR9mv7tf2Z63B3L245slsD/FCY2Xx3nxR1HVHR9mv7tf2Zu/1tUReKiEiKUoCLiKSoVArwmVEXEDFtf2bT9ssBUqYPXEREPimVWuAiIhJDAS4ikqJSIsDN7GwzW2pmK8zspqjrSTQzO8zMXjSzRWa20MyuC8cXmdlzZrY8/FkYda2JYmZZZrbAzJ4Mh0eY2dzwb+Ch8BLGacvM+pvZI2a2xMwWm9nUDPv9/1P4t/+RmT1gZnmZ9jfQEUkf4DE3Tz4HOBa41MyOjbaqhGsAvu/uxwJTgG+F23wTMMfdRwJzwuF0dR2wOGb4l8Bt7n4UsBW4OpKqus/twNPuPhoYT/BeZMTv38yGAd8FJrn7WILLVV9C5v0NtCvpA5yYmye7+16g+ebJacvdN7r7u+HznQT/vMMItntWONss4IJoKkwsMysFvgD8KRw24AzgkXCWtN12ADPrB5wK3A3g7nvdfRsZ8vsP9QTyzawn0AvYSAb9DXRUKgR4azdPHhZRLd3OzMqAicBcoMTdN4aTKoGSiMpKtN8ANwBN4fAAYJu7N4TD6f43MAKoAf4cdiP9ycwKyJDfv7uvB24B1hIE93bgHTLrb6BDUiHAM5aZ9QYeBa539x2x0zw4/jPtjgE1s3OBand/J+paItQTOB74o7tPBHbRorskXX//AGHf/vkEH2RDgQLg7EiLSlKpEOAZefNkM8smCO/73f2xcHSVmQ0Jpw8BqqOqL4FOBs4zs9UE3WVnEPQH9w+/TkP6/w1UABXuPjccfoQg0DPh9w9wJrDK3WvcfR/wGMHfRSb9DXRIKgR4xt08OezzvRtY7O6/jpn0BDA9fD4dmN3dtSWau//Q3UvdvYzgd/2Cu18GvAhcFM6WltvezN0rgXVmNiocNQ1YRAb8/kNrgSlm1iv8X2je/oz5G+iolDgT08w+T9Av2nzz5P8dcUkJZWafBl4FPuTjfuAfEfSDPwwMJ7gs78XuviWSIruBmZ0G/MDdzzWzIwha5EXAAuCr7l4fZX2JZGYTCHbi5gDlwNcIGlwZ8fs3s58CXyY4ImsB8HWCPu+M+RvoiJQIcBEROVAqdKGIiEgrFOAiIilKAS4ikqIU4CIiKUoBLiKSohTgIiIpSgEuIpKi/j/SCgndky2egAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "csvs = [x for x in data_dir.iterdir() if 'covidtimeseries' in str(x)]\n",
    "counts = []\n",
    "regions = []\n",
    "results = pd.DataFrame(columns=['new_deaths', 'new_cases', 'new_recover', 'abs_days', 'rel_days'])\n",
    "for csv in csvs:\n",
    "    region = str(csv).split('.')[0].split('_')[-1]\n",
    "    df = pd.read_csv(csv)\n",
    "    df = df.iloc[:-1]\n",
    "    df = fix_neg(df, verbose=(region=='OK'))\n",
    "    df.to_csv(data_dir / (csv.name.split('.')[0]+'.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
